{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# `Exact` explainer\n",
    "\n",
    "This notebooks demonstrates how to use the Exact explainer on some simple datasets. The Exact explainer is model-agnostic, so it can compute Shapley values and Owen values exactly (without approximation) for any model. However, since it completely enumerates the space of masking patterns it has $O(2^M)$ complexity for Shapley values and $O(M^2)$ complexity for Owen values on a balanced clustering tree for M input features.\n",
    "\n",
    "Because the exact explainer knows that it is fully enumerating the masking space it can use optimizations that are not possible with random sampling based approaches, such as using a [grey code](https://en.wikipedia.org/wiki/Gray_code) ordering to minimize the number of inputs that change between successive masking patterns, and so potentially reduce the number of times the model needs to be called."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "import xgboost\n",
    "\n",
    "import shap\n",
    "\n",
    "# get a dataset on income prediction\n",
    "X, y = shap.datasets.adult()\n",
    "\n",
    "# train an XGBoost model (but any other model type would also work)\n",
    "model = xgboost.XGBClassifier()\n",
    "model.fit(X, y);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Tabular data with independent (Shapley value) masking"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Exact explainer: 101it [00:12,  8.13it/s]                        \n"
     ]
    }
   ],
   "source": [
    "# build an Exact explainer and explain the model predictions on the given dataset\n",
    "explainer = shap.explainers.Exact(model.predict_proba, X)\n",
    "shap_values = explainer(X[:100])\n",
    "\n",
    "# get just the explanations for the positive class\n",
    "shap_values = shap_values[..., 1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot a global summary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Dh8GDB5cGBwc727spQmf6Ny0trc/06dPfHDRoUFlwcLDT4XBYYWFhjXfddde5e+6553Ot3Ss9Pd1v0aJFX544ceLuuLi46oCAAMtut1shISHO+Pj4otmzZ/8hIyPD0bJc00YWhw8fHiZJZ8+eDWvZN02fQfNnautr82bf201ps2fP/kN6errfjBkz/tu/f//KwMBApzHGmj9//g9a1NepPszIyLDPmTPnt/Hx8UUhISGNdrvdCgwMdEZHR9cNHz68YMaMGf9KTU0d3lp5APCKw+dd67BJ1wJgLdls10a5HTrf/rovlbrWjWurbkkaM8Bddwf/FrT+kOvV4SONjOtYWQAAgDtMl6aa+vj4XP1JraioqMsBq+6wYMGCb2zduvV7dXV1V69dvnzZcfny5YVDhgw5lp6ePqChoSFh586db12+fPlqAKK+vt4cOXJkSF5e3vrk5OTZy5cv39aZ+0+bNm15Tk5OkmVd24izoaFBNTU1QRcuXEgKDw/PT0pKylixYsWyrjxnV1y6dOkDkhQQECBfX9+3OlPHwoULH9+6detztbXX781QVFTkW1RUNPHIkSOb582b9/yGDRu6ZQfVJUuWvGvbtm2vVlZWXg0WV1RU2I4ePTooNzc3a8mSJR9YtWrVK57Kutch/Ex9ff11191fF+OOHDmyYf78+T9cv37911u7v2VZuuuuu84dO3ZsQHc8T1uWLFnyvh07drxSVlZmb369vLzcVl5ePuDYsWO/nDJlysO7du26IbhZVFT0t7fffvvBltcrKytNZWVlVG5u7seGDBnyQHp6+vCsrKwSbz5He1mWFbBv375L586dC20tT2f7MD093e/w4cPnTp06dV3Au6amxtTU1DguX74cc/LkyXfPmzfvhKRW+x8Aul1+s3+C4yJbzxcXcWP+bqs7suN1V9Zc22n1welSWFD7ywIAANyBuhR48/X1XR4WFtZYVlZmP3HiROz48eMPxMXFfWnFihWru6uBHXHlyhX7jh07/jcmJqZi+PDh3w0ICHizsbFxwIULF35+4MCBsbm5uZH9+vV76ezZs+kNDQ222bNn/yYkJOT3khpKS0u/tWPHjvdUVFTYTp8+/aqkQR29/5w5c/5v586dSZIUGxtbfdddd30/ICDgNafT2be4uPhre/bsSSktLbVv3749My0tLb5puuHQoUMnx8fHB5aUlLywdevWhyUpNTW1X1O9xpg6z3dsv9TU1KG1tbWL8/LyvnH06NFBkjRhwoTXs7KyKjpaV1JSUvKWLVueq6urU0hIiHP8+PEvhYaG/lpSXWVl5ScPHDjwmdLSUvvmzZsfW7x48YHVq1f/WZKCgoJ+lZqa+vf8/PzXdu/ePSs8PLxx1qxZ1y1YY4yp9nTPnJycf/j7+zdOnjz5xaCgoJck2crKyh7fuXPnw7W1tTp06NDvJN0QeJs/f/73N2/e/BlJio+PLxo8ePBP/f39M40xtTU1NfedPHnyG+fOnQvbsmXLk0uWLNm1atWqf3m6/8mTJ+eUlZXZx40bd7Bfv37fczgcO+vr66e25/PqSP8mJyfP2rJly9+rq6tNnz596kaOHPnH4ODgl20224X6+vpZFy5cePrQoUN37d69e+asWbNe3rJlywea38tms1WPGjXqdFRU1DJ/f/8dDofjgKSa+vr6KZcvX/7coUOHpufm5kaGhYWtlnS1/REREZ9LTU39xqlTp7YeOXIkfuDAgeXjx48f2bxuY0xle563ow4dOvS+iooK++TJkzdHR0f/yMfH53BdXd18u91+WupaHxYXF/++Keg2fvz4/TExMS84HI6dxpjahoaGcVVVVRkFBQXpkuo9Ng4AvKXqyrXzAN/W8wW6Ny6ovNJ6nhvqbvZHse6u+9O/lc5fdm0A8cMPtr8cAADAHapLgbfMzExr7ty5v9q0adOjknTgwIGxBw4cWBUZGdnQp0+f/PDw8D0hISH/CQgI+EtmZqZ1s/q6qqamRv3796+aOHFi/2YBpWOSxg0ePLj07NmzYdu3b3+vv7+/NXfu3FktRrW9d8qUKRt379495+TJkwPT0tL6Z2dn57X33unp6WF79uz5pCT169evZvLkyYOabVpwRNL6BQsWPL1+/fpnSktL7RcuXHhV0kxJcre1Yvbs2Vd/8s3Ozi7owkchSbr77ruX7dix44Y13IKCgqzx48f/e+vWre/tTL0nT558qa6uTn5+fpo5c2bKihUrVjZL/kJycvIrmzZt2lJVVWWOHDnyS0l/lqTMzMx6SQUJCQn1kmSMafdzWpZlpk2bNnrp0qXNp6J+YObMmb7btm17z4ULFwITExMz3JtLSJLS09Mjdu3a9XXJtYvovn37Jrao9sfp6ek/N8ZcPHv2bPipU6d+Jclj4K2srMw+ZcqU9Tk5OQuaXW51WmxzHenfEydO/Le6utq4v44Ht9j4IlfS36ZOnbph165dc/ft2/dQenr6F5qPXNuyZUtrvwUdlPTXhQsXPrlu3bofHD58eErzr/GsrKxaSQVjxoxxSq5poN3xNdgeZWVl9lmzZv1p8+bNH2t2+YTU9T4sKiq6R5JGjBhxYd++fRNalD0h6fXufh4At7nnX5eef7PtPP0+6vn6Y/dKj93f3S165/zwNdemDcZIv/+MNCSmp1sEAADQ63VpjTdJ2rhx4xfnzp37k9DQ0Kur65aUlPgcO3Zs4Pbt2zPeeuutlzZv3lw3c+bMv2VkZNjbqqs7jBw58mlPo7ji4uJWSJLT6dTo0aM3eJpKGh0d/YIkNTY2qqam5oGO3Le8vPzpqqoqI0mjRo36tqedQtetW/fd4cOHX5SkEydOTM/IyDAduUd3sNlsGjly5NawsLDnO1M+JSVl7KlTp/pK0pgxYza1CLpJkpYvX75t7Nixb0pSXl5ecGJi4r1da7U0ZsyYv7YIukmSIiMjr05lra6uzmieVlJS8kJlZaUJDAy0Bg0aNM9TvVlZWbXDhw//piSdPn26T2pq6hBP+YKCgqzY2NibriXXFUlJSQtPnToVI0mjRo36XGu7zcbGxt7n6+urqqoqU1FR8URH7rF27dofBgcHW3V1daqurv5wd7S7q2JiYmpbBN2u6mofWpZlkyR/f3927gXQqk2bNmnTpk3tu155RSoo9Xw0aS29+ciyIP9r5zXXD2y/7r7V7tFrwf7tb2eQ39XTXZtvXDnjav5mdbf6vO7rJx7/tfT1l10XXnhEeu/sjn1uXOc617nOda5zneu3wfXOMM3XIuuK9PT0kPLy8u8WFRXdW1BQMKi4uPiG0XQjRoy4cNdddw1xj3yS5FqAfcWKFRslaeHChV9ubefTMWPGnDh8+PCwQYMGlZ05cya8eVpCQsK6nJyc+Q6HQ4mJif7u0TvXWbBgwbfWr1//XUlatGjRZ956663/8/AMEdnZ2cWSNHfu3Bc3bNjw5fY+/8SJE3fv27dvUkBAgHXPPffYWxvhN2fOnF83TZtLTExMbb7W2+zZs/+wZcuWj0muEV7tvXdr0tPTAyzLCpUkp9PZr6am5t5z58594dSpU30CAgI0ffr0r69du/aHHalz/vz5P9ywYcPXJGnx4sX/s2rVqn94ypeSkpKwfPnyHZI0c+bMv23ZsuXhprSm/oqIiGj09HXSpPnnkZycPG3ZsmU7PeULCQlxVlZWmmnTpi3dvn371eDY6NGjTx85cmTI8OHDL44cOXJSa/exLCti2bJlhyVpwYIFT6xdu/bHTWmRkZENJSUl9pEjR54/evRoGytU39zN+nfWrFl/2bp16wcDAwOtBQsWxLZV1+7du0/l5+cHTp48edOuXbuu21ggLS2tf1FR0W8uXrw4t7i4OLSmpsbW2Nh4Qx3Tp0//97Zt297T/Fpb32cdzXez721jjCVJkyZN2r579+7pnuroah9OnTp13a5du+b7+vpq2rRpvw4PD38iKyur0xuKtMYYkzNl1NgpOUdG3jwzgN5jx3NSQjfurWLcS2xar7Xj3selu7/mOj/yi2ubKLQ0/WvS9uPS51KkX37Cc56WCsukmI+4zpd/q/VdU9/3vPTqFiltqpT1jdbr++s66ZFfSk6n9J33Sd9+X/vaAQAAcHvpVJymS1NNm3OPMvuy+1BqauqQqqqqjxcUFHzw2LFjgyzL0vHjx+MiIiJek5TRZmWdFBgY2Ogp6CZJNpvt6ig4Hx+fo57yZGVllRjj+hydTmeHVguurq7uJ0mRkZFVbU2rDQgI2CDpM5JUV1c3UZLXNlnIysqqkVTjflsgaa+k/50wYcKe/fv3T9yyZcsPkpOTNy1fvrzdYdza2tq7ms79/PyyW8u3bNmynYGBgaqpqdGVK1eGdPIRrvLx8dnbWprD4XBKsjudzoDm18vKymIk6cSJE/1OnDhxsT33aWho8Li2X2BgYLunHXdWdXX1aPerWbp0abvaW1dXF9X8fWJiYsb27dv/23JjBk8aGxvDO9XQbubv73+ytbSu9mG/fv0+HB4eftK95uBn/fz8Pjts2LDCqKionNDQ0H8GBAT8+Z2YBg8ANxg1wDVl07Kkg+c8B96cTumo+7+fMR3Y26dPmBQdKhWVu+puLfDWtFPqmDb+rvSvLdJH3EG3r95L0A0AAKCDujzVtDVLly7NXb9+/TePHDkyeO7cuc82BbSOHz9+w5pj3cVma9/jGGNuupB60xS19mpoaPCVJIfD0eZGCDab7VLTeWNjY1Rbeb1l4MCB9/j6+qqurk6XLl36QUfKNjY2Bkuuz/pmGzP4+vo2SlJDQ0Nw51vr0nyUZBuu67O6ujpHaxlb0zJ418Rut3dg5enOaWhoCOloGafTeXXV7PT0dL89e/b8u6yszO7n56epU6euXbRo0aeSk5OnpKamDkpNTe2XmpraLzw8vFGSLMvq8OfjDTabzeOGGlLX+zA7O/vMjBkzJo8bN+5gQECAamtrderUqT47duxIfuutt/7fli1b6ubOnfvLzrYdADotJEBKGOY6X9XK35bePi6Vuf+JvKflMpU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\n",
      "text/plain": [
       "<Figure size 576x468 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 402,
       "width": 623
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.plots.bar(shap_values)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot a single instance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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GiIiIiIjIiUkzIiLS1K5duw4/XrFX4kCVhsEQERERERG5GLQOgIiIqNmzWznKjAaGIBNw1wk6nD9GYIQZqGsCUookXk6V+GxP99bsEwBOGSZwQiQwLVLghEiBuGABALjpBzteTe16v2cnCKw4R3/kHE81dSs2IiIiooGoz5Nmqqr6AVgI4HQAJwCIBxAAoAJAGoDPALypKEpdO30Eu46d3uIW5aq+R1GUf3cQQzaAEV0I+xpFUd7qTENVVe8D8Ejzc0VRRBfO43XCw8PNw4YNe6qiomJhZWVlZE1NjVFKCX9/f0dERERlZGTktlGjRj369ttv/6R1rK0NGzbsl0OHDp00ZswY7N69W5N/ByHESABZAHDZZZe9/d577119LP0lJiYm+vr6Pl5WVnZSVVVVWG1trQEA/Pz8HBaLpTo8PHzfsGHD3jj99NNfVRSlx7/5jBgx4q2cnJyrLBYLHn/88ThFUbJ7+hw0eP2eL/FrrtZREB27mEBg3cV6jApx/umx2iTMJmD+CB3mjwBeSnHgT6u7niA2+wA/XaTvuGEnBRiBF+Zx0gERERGRJ1qMNCsEEOSmPBzAPNftL6qqnqUoyl4PfTwH4Kpeis+d7Z1ppKpqAoB/9HIsfSYpKenRurq6u1NSUtp8Qq+srNRVVlaG7tu3b95vv/02b9euXVlnnXXWKf/4xz8OahFrVwkh5gL4CQBuvfXWO5977rmnNA2oA0IIU0JCwldZWVmn2e32NvWNjY26qqoqc1ZW1pTff/99ypYtW55eu3btgx988EG7CWQibzBp0iQAHGVGA8enZzkTZlmVEpettOO3PMBHD/xlisC/Z+twy2QdthVKvLa96yPDqm0SWwuBzYUSvxdI/GeuDlGB3bsu9MhJOgwzC2zMkzgxul9f4yMiIiLqFVokzYIANAD4HMAXAH4HUA5gOIAbAdwEIBHAKlVVj1MUpbqdvhoApAJIBvDnLsQwDu2v5yYAZACIAZChKMqWTvb7MgBfOEcWxXUhHq8zatSoT7Oyss4HAD8/P0ycOHF7eHj4ewaDYV1tbW1JQ0NDotVqPSc/P/+cgoICS3JyctzChQvnAHhf49AHHCFE4NChQzP27dsXCwAWi8WRlJS0LiQk5H96vX5rdXV1RVNTU2JVVdWikpKSsw4ePBh94MABn7i4uFsAMGlGXs9sNiPXKvHx7u5NWSPyJmcnCJwYLWB3SJy7wo7UYmd5gx146neJ6ACJ26cJPHySDm+n29HYhVxxZQNgft6Olv9T/jW7e3EeP8SZxNtcIKGmOXBidM+NYCMiIiIaKLRImr0I4BFFUQpblZcDuEVV1QNwftEfCeAWAE+66WMZgP8CSFUUpREAVFXtdNJMUZTa9upVVT0FzoQZALzbmT5VVb0cwAI4E3jfA7i/s/F4m1GjRt3TnDAbMWJE46JFi5a89NJLq1o12wfgawDXjx8/fmlWVpbXjdQ6ePDgyVrH0BNiYmLW5ObmxgLA9OnTC0499dQpjz76aH6rZnsBfAXg5uOOO+7c/Pz8t3ojlgMHDlwN4Ore6JsGr/Xr1+NHnz+giQPNaAC4LMk5Ymv1AXk4YdbSU5sduG2qQFSgwLzhAt9ndy1Z3BOpZQHg1dP0EABuXm3HeAtHmRERERG50+dJM0VROkpuPQ3gTgAWAGfATdJMUZRfeyG0lq5w3UsA73XUWFXVUDjjdgC4GcBZvRda7xJChJhMpkcAIDQ0FBdddNHpTzzxRLvrlaWnpz87atSoHxwOh61vohw8IiMjLygsLJwOAMcdd1ztddddN0ZRFGt7x2zfvn25EGKVr6/vTX0TJdGxqXfourWAOZE3+sMwZwLKUzIsrxpILwGOi0C3kmY94c/HOzcReDnFgc0FwHhLn4dARERE1C943eqvrsXLm9cyi+7r86uq6gvgAtfTtYqidGaNricBDAHwsqIoW3stuD4wfPjwR202mx4A5syZ83NHCbNm+/fvT3/kkUeOWoNu0qRJY6ZMmbIsLi7uUHBwcKPRaJQ+Pj5y6NChjVOmTNl7xRVXXOapPyHEXCGEFELI22677Y6YmJjopKSkn8PCwhqMRqMMCgpyjB8/vvCSSy75q6c+hg0b9osQQo4dO1a26lvCtZ4ZADz//PP/13wuIYQMDw+XqqqO7InXcayklP8GAJ1Oh/nz59/ZUcKsxXE133777dOty4UQYtq0aecfd9xxq6Ojoyv9/f0der1eBgQEOEaOHFk9d+7c1UuXLvU4tXjEiBFvufsZufo+6t/MYrEEjxs37pvw8PA6k8kkAwIC5NixY8suuuiiB7v2U6CBbnXZUJTVax0F0bGL8AfC/Z1Js/RSz+12ljr/LI3TIFkVHQg8erIORbUS967n8E4iIiKi9mgxPbMzhrruqzQ491kAgl2P3+mosaqqJwO4Ds4NDvr9JgA1NTXnAYCvry9mzJjx0LH0tXv37h0NDQ3G1uVFRUWGoqKihB07drxXW1t79meffXZhe/3k5OREV1VVZeXl5Zmay6qrq8XOnTuH7Nq16+m6urpTV6xYccaxxNqennodXSWECBJCxAPA2LFjm5KSkl471j5DQ0Mv3rJlywety2tra8WBAwcCDhw4MH/fvn177Xb7khdeeOG77p6noKDA4nA4cjMyMgKayxobG7Fnz57QzMzMf1544YWJH3/88cXd7Z8GDoeU+Kq8Xy8BSXRYVMCRx3nVnkeQ5VU3t+/7aZEvzNPB7CNw67d2VDT0+emJiIiI+hWvS5qpqno8jiyiv1GDEJqnZtYB+Ky9hqqqGgG8CufyIHcoilLZk4GoquoH4FhW5rUpitLpKZNCCH+dThcJAMOHD3dYLJZfjuHcCAkJKR01atT+oKCgb41G4w6DwZBRXl4+tLa29g8HDx78c2FhYfg333zzx1tvvfWa559//k1P/fz8889/sdvthnnz5q2xWCyPlZSU5FdUVFy6b9++v1utVtPXX3+98IYbbnho2bJl/+xMXKecckpEamrq7IqKis8BQFGUhw4dOvRyc72Pj48DQElPv46uMpvNc6uqnHnj6OjoA135t/RECNGUmJhYPnTo0B98fHzW+vn5ZdTW1h5qaGgYX1ZWdsX+/fvPyc3N1f/888+fq6oaoShKTXfO88MPP9whpTTMnz//i9DQ0P+Ul5fnl5aWXrpnz577amtrDatWrbroySeffOKuu+7adqyvifq3VdkS+2tMHTck6gcCWlxeqWvy3K7WVRfYx7/6S0YJnDdGh/WHJN5O55RoIiIioo54XdIMwP+57iUAtS9PrKpqBICFrqcrOjEV7i44d+L8WVGUDtc+64ZvAZxyDMc/BODBLrSPdTgcAgDCwsIqmzdZ6K6CgoIoN8W7AawTQjwaERGRVVxcPGz79u0PAfCYbKqsrDRcfvnlL7799tst18N7IDIy8n2bzZbe0NCg37Bhwz2qqv5LUZQOJ3mtXbu2RAhR3vzc19e3euXKla03pujx19FVZrN5UnPSLDg4eF9P9FlaWvoJgE/cVO0D8EVsbOzU+vr6zTt27PBLTU29DcDj3TlPXV2d4aqrrvrzK6+88mKL4odiYmIya2tr362srMTWrVv/gSNToWmQenYLv7iT9u6fKfDAzO6tWPFEssR9v3j/NEd/I/DfBTo02iVuWW3XOhwiIiKifsGr1jRTVfVOAPNdT19WFGV7H4dwMY4kEtudmqmqajyA+wA0wrnL50AQ2vzAZDLV9eaJpJR2Hx+ftwDgwIEDw1RV9ffUdtKkSbUnnXTSba3LCwoKdg8dOvR9AMjIyDDu27fv8l4L2IOuvI6uah71BwAmk6nCU7sZM2b4L168eKi7m6qqXRqpeOjQoS2hoaEFUkocOHDgnO7GfuKJJx5slTADAOTl5X3g4+NjA4CioqKp3e2/RX/Iy8tjeT8td0iJLYVMmpH2dELAoOveTd9ihmVNi0tNfu1clvR31VX34fY5D5+kwwizwPPbJHaUdNyeSGuVlW0ncHjL3y+Ws5zlLGd535ZryWtGmqmqejqAf7mebgdwhwZhNCddCgD80EHblwH4AnhSUZSdvRGMoihze6PfvjR58uQ/1tbWPlBWVpZQXV3ta7PZIOXRX5KLiooAIB7Of/c24uLiflEUxe1l8UOHDj0D4EopJbKyss4GcMzrfrnTE6+jt+Tm5q5JTk4+0V3d2Wef/QcAa1uWCSFMEydOfKqysvKPZWVlEXV1dfqmprbziCorK0d0N6Zhw4a5XQ9NSukIDw8va2hoiKyrqwt216YroqPd7xXC8v5RrhMCN04SeGwjE2ekrYc2OPDQhmMfLda8VhkARAcK7Chx/7sdHei8z6/pm9/9+BDgtikChTUST/3uOGoaKQD4tLi80lxnswON3j+Ajgaw4OC2HxO85e8Xy1nOcpazvG/LteQVSTNVVafCOWVMD+AggMWKovTqSCc3MYwBMN319ANPSRpX20sBnAogB8DDfRBeXzk8ZdFms/kda2dxcXFfZ2dnL+6oXV1dHXBk84U2LBaLx3WvHA7HrubH1dXV3U7ytKenXkdXORyOgubHNpstpCf6DA8Pjw0LC0tPS0szd9TWZrP5dvc8wcHB+z3V6XS6BgCw2+1tNlegweeWyTo8sakRTdKrBj4TdUtJHVBcKxHhLzDeAqzKdt9unMU5PG1nOzts9qTYIOeouKEBQP7N7X/0q77NWf9gDyUSiYiIiPozzZNmrmTVtwCCABQDOE1RlIMahHJFi8fvemqkqqoJwH9cT5d2d6H0zujrjQAAHNLpdNLhcIiysrJgVVWN3V3XbPjw4X89ePDgYgCIj4+vi4uLe8/X1/cbvV6f4XA4Ku12u9yxY8ctOTk5DzgcDqCd30UfH58KT3VSynqdTiellKKxsbHHpkb2xuvoqqqqqtTmx5WVlQme2h06dGhmy+cjRox4MScnx+2UYb1ev7aoqMis1+sxderUPRaL5W2TybROSnmoqampDgB+//33zcXFxbEOh6Pbv3s6na6dJbCdpJR9v20ceZ3oQIGLk/R4bydHm9HA8NNBiQvHCpw6UuAZN2v2RQcC48Odj9fk8PeeiIiIyJtpmjRTVXUYnNMgIwBUAVioKMqu9o/qlTgEjkzN3K4oSko7zf0BDHU9/lxV29+rQFXV5k/EP3djumWfbgQgpawNDw8vKC0tjcrJydGVlpaeDOCn7py4rq5uKQCMGjXKftNNN4284447ilq3GT58eKeSXA0NDSGe6oQQvnDuXgqj0VjbnVjb05Ovo6uqqqp+FkJASom8vLwRqqqajmUHTSFEApzTR3HGGWds+uqrr9xO6QwLC+v2CDOi7rhgSB7e2+luvw2i/ueDDIkLxwKnjRCYGAGkFR9d/9dpOuiEQF61xE99lDT7+aCEeMrztYyrxgu8dYbzOkl77YiIiIgGG83mw7h2qvwBwHAAdQDOVBRlq0bhnAxgpOuxx1Fmg0FAQMByAKivr8emTZv+2d1+KisrowBgzJgxO90lmgBASjmtM32VlpYe76lOp9MlNj8ODAw80NU4O9KTr6OrpJRVERERmQCwe/duQ0ZGxvXH0p/FYpnV/Hjq1KnPuWsjhDBardawYzkPUVcFVOzGyTFaR0HUM77YJ7ExT0KvE1h+th4zXPlgkx746zSBpVOcg2z/+avD7ZphWTfoIe8w4M2F7j+imU2Axe/ITecasxtgPLrcdCzj1ImIiIgIgEYjzVRVNQP4HsBYOHefvEBRlHVaxOLSPDXTAeD9DtpaAXhM4rjcBOBG1+PmttUe2nqkxUYAOTk595lMphttNpt+3bp1p/z973//wxNPPNHhaLORI0eOu+KKKxofeeSRvQDQPLVPSvcLFQkh/H19fU/qTExZWVknq6qqd7fOXGxs7NKcnBwIIRAXF/dFZ/pzOTzt1OFwePx/0JOvozt0Ot3dAD5xOBxYs2bN/6mq+q6iKNbu9GUwGAKaHzc1NbldTyw6OvravLw8Li5Ffe72qTr8ksv1k2hguOBLO9ZdrMeoEIGNlxlgtUn46gGja6vNl1MceG1790aZfXGuHnOHtZ3d/vRcPZ6ee+T51d/a8XY6p38SERERHYs+T5qpquoL4Cs4k0kOAFcoivJNX8fRIh4fAH90PV2jKEq7+5u6EjcpHfR5eAH3DqZ6eh0pZXlcXNyD2dnZj5SXl+Ojjz76vrq6etGLL7642tMxEyZMuK2oqOhpnU53FYC9ABAYGFhZWVkZsn///jGqqoYpilLW8phhw4atOHjwYKcWgk9NTfX/9ddfn1MU5c8tyyMjI8dWVFRcDgBJSUmNCQkJ73XhpR5efrmysnKUp0Y9+Tq6Iz8//9PY2Njk3Nzc6du3b/d//fXX9+Tk5Ex59NFH87vaV2VlZVrz4+3bt18P4J2W9aGhoZF2u/2ZHgibqMvOThAYaQayq7SOhOjY5VYDk9+x4+/TdThvtPN322oDUoodeDlF4tM9TGYRERER9Qd9mjRTVVUP4CMAc1xFdwBYqapqoIdDHIqitFmnyjVSbZyHY4apqtpyraZiRVEy2wnrTAAhrseDempms6ysrEfj4uJOyM7OPuvAgQPGN99884ctW7akhYeHv2M0Gn+2Wq3ljY2NY61W67n5+fnnFhQUWFr3ERwc/HVlZeXle/fuNb700kt7vv3227vtdvu64uLiSQUFBQ8ePHhwXEREhK24uNjUUTzBwcFNn3766Z9yc3PHhIWFPVZSUlJYUVFxcV1d3d0NDQ16vV6PWbNm/UtRlPouvMx9JpOpyWazGTZv3nzpRRdd9L3JZPqxvLy8NiAgQH700Ue2nn4d3ZWbmzt/6NChuwoLC2OSk5MjMzMzc9euXbsuNDT0I71e/3tjY2NhTU3NEJvNdlJlZeX5RUVFJwOAEAJwJqYBAPX19ZsCAwNrqqurA1atWjV7wYIFq4ODg/9VWlqaZ7VaL5ZS3tnQ0OAXEhLSWFFRwZ0tqc9Mnz4dep3ArVN0+OtajjajgcFqA+77xYH7funacXHLPG7eDQD4w0ft13fH2+kSb6dzLTMiIiKi1vp6pNkwAGe1eP4fHNmJ0p0DOLLWWEtT4HmB+ltct2ZvA7i6nXM0T82sAfB5O+0GlaysrLMTExP/ffDgwTtqa2v1mzZtmgjgKXdtDQYDpk2bttfPz+/wv0lOTs7NYWFhi8rKysJSU1Mtqampy1oeM2HChOrGxsbniouL/9FRLHPnzv3vDz/8cMuaNWtOBXBqyzqdToczzzzz+2XLlnVp/TUpZdOIESOW5+Tk/DEjIyMgIyPj0+Y6i8UCVVXjFEXJ7snX0V1SymohxKj4+PiV2dnZC0pLS8Wvv/56CtrZJGLEiBENM2bMeLzltGcpZdOoUaOuq6+v/199fT3WrFkzH8D85nqDwYDFixd/u2HDhnEARvTW6yHy5NrjBB74Faju1p69REREREREPWtQr12kqqoFwBmup58rilKjZTzeZteuXXcHBweHT548+fWRI0fmhoSENBmNRhgMBgQHBzvi4+PLTz755DVXXHHF7N9++23M3XfffXhqq5Syur6+fmRiYuJ3oaGhDXq9Hv7+/hgxYkTt/Pnzv7jmmmuirFZrRWfiGDZsWG5gYGD82LFjN4SGhtoMBgOCgoJkUlJS8YUXXvi35cuXL+zO68vJybl43LhxamRkZJWPj490jcw6Sk++jmMhpbTt27fv1ISEhKSJEyd+ERsbW2I2m+1GoxFGoxFms9kxcuRI67Rp07ZecMEFf7733nv9P/roo4db97N///6PxowZs2DkyJH7/f39HQaDASEhIY4JEybkn3/++X9bsWLFot5+LUStJScnAwCCfQSuO67t/0MiIiIiIiItCCm5rgZ5HyHEXLhGE9566613Pvfcc25HudGgxzewAWD16tVYsGABACCzQmL0a3b+wxIRDXLP/kGH26YO6uv7RETkpOlVdf4lIiIirxEfInB2AkebERERERGR9pg0IyIiTcXFxR31fClHFhARERERkRfgNxMiItJUfHz8Uc/nxAKTh2gUDBERERERkQuTZkREpKl169Yd9VwIgds52oyIiIiIiDTGbyVERKQpm83WpuyisQJD/TUIhoiIiIiIyMWgdQBE7kgp10LjXTKISDs+BoE/Ha/DA786tA6FiIiIiIgGKY40IyIiTQUFBbktv3GigI++j4MhIiIiIiJyYdKMiIg0NWPGDLflQwIELh/HAadERERERKQNJs2IiEhTGRkZHutum8I/U0REREREpA1+GyEiIk3l5uZ6rDsuQmD+cI42IyIiIiKivsekGRERebXbpzJpRkREREREfY9JMyIi8mpnjBIYE6p1FERERERENNgwaUZERJqaPXt2u/U6Ibi2GRERERER9Tl+CyEiIk1VVVV12ObK8QIhPn0QDBERERERkQuTZkREpKnU1NQO2wSaBJSJXNuMiIiIiIj6jkHrAIiIiDrj1ik6BBil1mEQEVEvy9yfiROjE7QOg4iIiEkzIiLqH2KCBB6YxdFmREQD3bqmfMyIGq11GERERBBS8qo9EfVbfAMbAA4dOoTY2FitwyAiIiIiIu+j6VVzrmlGRESaYsKMiIhayszM1DoEIiIiAEyaERGRxlavXq11CERE5EWysrK0DoGIiAgAk2ZERERERERERERtMGlGRERERERERETUCpNmRESkqfDwcK1DICIiLzJ9+nStQyAiIgLA3TOJqH/jGxgREdEAU1VVBbPZrHUYRETkHbh7JhERDV4pKSlah0BERF4kOTlZ6xCIiIgAMGlGREQaKykp0ToEIiIiIiKiNgxaB0BERERERNQdy/c6UFyrdRTUXdGBwJJ4juMgIu/FpBkREREREXmNuLi4TrXLqZL445cO2LnCab81b7jAknitoyAi8oxpfSIi0tSCBQu0DoGIiLxIfHznsigvbmPCrL+rq+MwQSLybkyaERGRpg4dOqR1CERE5EXWrVvXYZtqm4SaxoxZf9fQ0KB1CERE7WLSjIiINLVr1y6tQyAiIi9is9k6bPNOukQF8y39XkhIqNYhEBG1i0kzIiIiIiLqNxxS4tmtDq3DoB7A6ZlE5O2YNCMiIiIiIq8RFBTUbv23+yX2lvdRMNSr6urqtQ6BiKhdTJoREZGmJk2apHUIRETkRWbMmNFu/bNbuZYZERH1DSbNiIhIU2azWesQiIjIi2RkZHis214ssfoAk2ZERNQ3mDQjIiJNrV+/XusQiIjIi+Tm5nqse45rmQ0ovHBGRN6OSTMiIiIiIvJ6RTUS7+3kKDMiIuo7TJoREREREZHXezVNosGudRTUk6qqqrQOgYioXUyaERGRpmJiYrQOgYiIvMjs2bPblDU0Sby4jVMziYiobzFpRkREmkpKStI6BCIi8iLuRh99tFuisFaDYIiIaFBj0oyIiDS1adMmrUMgIiIvkpqaetRzKSWe2cJRZgORn5+v1iEQEbWLSTMiItKU1WrVOgQiIvJi6w4BKUVaR0G9wc/PX+sQiIjaxaQZERERERF5rWc5ymzAqqgo1zoEIqJ2GbQOgIiIBjeTyaR1CERE5EUSExMPP86skPhin9Qwmq4LMgF3naDD+WMERpiBuiYgpUji5VSJz/Yc22sx6oClUwUuTdIhIQRocgAZZcCbOxxYlta1vs9OEFhxjv7wc/FU0zHF1h0OR//6tyWiwYcjzY6RqqrnqKr6naqqhaqq1ququl9V1ZdUVY3XOrbuuP76678TQsjWN51OJ/38/BxDhgypHjNmzLrhw4dP660YLrzwwl3N5+2tc3REVdW54eHhUgghw8LCntUqjp42a9as5te0qzvHq6p6dYvfi6t7ODwapObMmaN1CERE5EViY2MPP35hqwP9Ka0SEwikXKnHfTN1SLII2CVgNgHzR+jw6Vl6vLig+1+/gkzAhkv1ePIUPSYPERAC8DMAM6MF1NP0+PJcHfSic30FGIEX5vGrIBFRR/hO2U2qqgpVVV8HsBzA6QCGAPABEAfgZgApqqou0jDEHiWlRH19vSguLg7Yu3fv7Ly8vN9jYmLu1zqurrr77rufbZH0mat1PEQEZGZmah0CERF5kdWrVwMAKhskXt/en1JmwKdn6TEqRCCrUmLWB00wP29H0PN23PmzHXaHxC2Tdbj+uE5mtlpZdpoO0yIFSusklnxuR+Bzdvg/Z8dV39pR1yhxZrwOD53Uua93j5ykwzCzwMY8bX++Br2+40ZERBpi0qz77gFwrevxxwAmwZk4OxtANoBAAB+pqjpGk+h6gJ+f322LFi2KXLRoUeQVV1wx9uyzz75pzpw5OTqdDna7Hfn5+Q8bjcYTtY6TiPq3rKwsrUMgIiIv9MZ2iepGraPovLMTBE6MFrA7JM5dYcdvec7yBjvw1O8Sz291JqgePkkHYxe/hU0eAlyU6Dzomu8cWLnf2ZdDAu+kS9y93rnu2+1TBSI6WFv/+CHAX6YIbC6QUNO0XS/OHBys6fmJiDrCpFk3qKo6FMC9rqcrAVysKEqaoijFiqJ8CWAegBo4E2ePaRTmMaurq6tauXJl4cqVKwvfeeedPStWrHj1sssui1uyZMlBwDn6LDg4+F9ax9kbFEVZW1JSIqSUoqysbKnW8XgLRVHeklIK1+0treMhIiKigcnukHh+a//aAOCyJOcIstUHJFKL29Y/tdkBh5SIChSYN7xro80uTXJ+bdtVKvFVZtvRYWqaREW9hL9R4LzRnvsWAF49TQ8B4ObVdmi9pFhNTY22ARARdYBJs+65EkCA6/E/FEU56s+NoihZAJa5np6nquqQvgyuNymK4liwYMHdPj4+AIDa2topGodERERERANIeHg4vtgnkV2ldSRd84dhzmTV99nuM1F51UB6ifNxV5NmzX2vOuC+7/omYH2u7LDvPx8vcEKkgJomsbmgSyH0ioaGBq1DICJqF5Nm3XOm636voiipHtp86rrXAVjS+yH1HR8fn4yIiAgAQENDQ6Cndo888kjcqaee+n1CQoLVbDY7DAaDDAwMbBoxYkRWfHz89d05t6qq4rrrrlsyb96878aOHVseGhrqMBqN0sfHR4aHh9eOHj16XWxs7Hg3x80NDw+XTzzxxG0tin9qveFB6/YdbQSgKMqfpk6dmh0REdFkMpmkr6+vIyIiwjpmzJgvfHx8wj28hpFjx46VQggZHh7+naqqPhdeeOGyMWPGVAUFBUmj0SgtFktNfHz8u0IIP0/nvvXWW8+ZOXPmzujoaJufn580GAzSbDY3DR06tHrMmDGbExMT/9TBz1J35ZVX/mvChAllwcHBDqPRKENDQ+vj4+O/EUKEejjG40YAbl5X4DnnnPNRfHx8TWBgoDSZTDIiIqIqISHhZSGEsb3YaHCZPn261iEQEZEXmTx5Mp7tZ6PMIvyBcH9nsiq91HO7naXOj5vjLF3rPzHMeZ9e4nlo2E7XecdZ3CfNogOBR0/WoahW4t71/evnS0SkFYPWAfRTx7vuN7XTZjMAOwA9gCkA3ujtoPqQkNL5B9toNNa5a3Drrbcu/fTTT/+Tn59/1F/tmpoafU1NzUgAyyIjIy8rLCw8VUrZlf2tz/rf//63ora2tk1FaWmpX2lp6WyDwbA9Kirqyvz8/Pe60G+XqKrqu2rVql9WrFgx1W63t6wSDQ0NgSUlJWf5+vrmDxkyZFFRUdEPnvoxGAyG5cuX7/3++++HNf9MAaCsrMy/rKzs8tDQ0BlCiHGtf0a33HLLc++8886trYe0W61WvdVqDSgqKppqNBqPA/Cih1OLH374YfPy5cuPbxl/RUWFT0VFxRlms3mPECJBSlnZ6R9KC0aj0fThhx9mrV279qjEYUlJSVBJSclNoaGhZwghJkgpq7vTPxEREQ1cH6zbhfWHErQOo0uiAo48zqv2nNjKq25u3/mRZmYTEGgSRx3vvm/ZJpaWXping9lH4NZv7ajgAC8iok5h0qyLVFWNgXOtMgDY76mdoigNqqrmA4gFMLYb5zEA8O1WkE4ORVHaZpZ6QF1d3biSEufYcn9//4Ot6x988MFLPvzww2dKSkoQGBhYP3LkyGUBAQEfREVFFZtMprl5eXkPbtiwIbawsHBuRETEqwCu68Lpm0JCQspGjRq1Ljg4+EcAO0NCQnIMBkNiU1PTJTt27PjjgQMHDKWlpW8KIdZKKQ+5jls/Z86cIcOHD3/sueeeuwEAQkJCzps1a9aG5o5LSko6vdRscnLyZ59//vlU17pu1mHDhj0aERHxZVRU1PCysrL7169ff3JNTY3B4XB840o+HXDXj81mO+X77783xMbGbomIiHgkKipqR3Bw8IKMjIyntm3bFlheXj46JCTkbwCeaD5GVdXE77///taamhr4+/vbRo0a9WJoaOhyf3//HLPZHFVfX/+H8vLy83fu3BnlKX673R6/YsUKfURExL6oqKgHhwwZstFisZxw4MCB53799dchVVVV4RaL5VkA13T2Z9JSQ0PD7LVr1xqioqJ2R0ZG3hsbG7vDz8/vtKysrId///330PLy8hEWi+UrAH/oTv80sCQnJ2PBggVah0FERF7ijb0eJzJ4rYAWY+jr2rkcXOuqCzT1Qt+uT7KBbsbzLxklcN4YHdYfkng73Xt2JA0JCdE6BCKidjFp1nUtR864WeLzKEVwJs26OAAbAHA5gDe7cVyzAwBGHsPxbqmqqvvxxx8fb15/oKGh4fFW9X4//vjj666EWVV1dfXo7du3F7Vokqmq6ttDhgzZ8fnnn48tLS29RgjxgJQytzPnVxRlpaIo7n6eewF89cwzzzz+0ksvpe3bt88QFhZ2D4A/uY6zK4pSfPfddx9OJFZUVJSvXLmysIs/AqiqOvW7775bJKWEv79/TWVlZUJFRUXza9wFYNWf/vSnN1VVvdpmsxksFsvbAOa666u8vNwQERHxaU5Ozh9bFGe+9NJLG5588sm0AwcOQEp5M1okzUpLS8/cv9+Zr21qarp4+/bty1scewDARgDtbtBQVVWlt1gsvxcUFJyYn5/fPD4/U1XVn2pqanJTUlL01dXVF6KbSbPy8nKDxWLZmp+ff0JeXl5z/3tUVf3Ax8cn+5dffgkqLS2dK4Q4QUr5e3fOQURERANPXrXE2vK+Ww74/pkCD8zs3oo1TyRL3PeL909z9DcC/12gQ6Nd4pbV9o4P6EP2piYAXLWDiLwX1zTrupYDnus7aNs8dbH/XS4D4OfnZ168ePHQxYsXD73yyivHnHvuuTe+//77WV9//fUwABg6dOjympqad1seU1ZWdvWmTZv8AMBut98spSxq3a+iKE0LFiy4ISIiAg6HQwQGBl7ZUzHffvvtOyZMmJDjOv/Cnuq3pZSUlLtzc505Pp1Od4+71zhp0qSbZs2aVQcA5eXlc4QQIe76MhgMTcXFxW1G2t1yyy3bJ02alAsAVqt1WMs1wOx2++HHNputzUi/ziotLb1ESnnUJz1FUQonTJjwOwA0NDT4CyFG9HD/ZYsWLfp780YSFovlru72T0RERAPPq6kO2PvwK4pOCBh03bvpW8ywrGkxX8GvnWEJ/q66alvnY+x0365PiNWt5k48fJIOI8wCz2+T2FHS+fP2BWs1V+ogIu/GkWZeSlGUtwC8pWUMdXV1z33zzTfPtS43GAwyJibmupycnDYj4fbs2XOBzeb8FDBmzJiNixcvHuqu74iIiIOxsbEoLi6Gj4/PfHQwMqolVVVNP/744yMZGRmX5efnD62qqjLYbDa0XBPMFX90Z/vsikOHDs1qflxdXf2+uzaKojRs3rx5zbp165Y4HA4B4EQA37VuFxQUtLusrMzt3lAhISH7AcQ4HA4dgFA4Ry5iyJAhv4WFhaGsrAwWi2VFfHz8xZmZmb905TUEBASUVVdXZ7qrCw8P3+mKFwCGwjl6rUsCAwOLrFbrHnd1Fovlf4mJiS+lpqaisbFxlrs2nZWXlwcAiI6OZnk/Lg8PD0deXp7XxMNylrOc5SzXrjwhRADou+mDD21w4KENxz5arOVaY9GBAjs8LNgf7bqUnl/T+ddYZQOqbRKBJnH4ePd9C1ffR8riQ4DbpggU1kg89bvjqKmeAOCjP/K4uc5mBxo1GEDnTb+HLGc5y72rXEtMmnVdy5XXO1pzrHnnwwF1CaWpqUlUVFQ8I4RY1XpaZVlZ2eFVW1NTUzNTUz1tLnqElDKis+dWVTXqvffe275+/foOp7w2Njb6dLbfrrBareEA4OvrW1NXV1fmqd3w4cN/g2vnVKPRGOeujU6ny/d0vNForG3x9PAumoqi/LR27drN//vf/6aVlpbGlJaWrg8NDa2PiIjYExAQsLq0tPSFnJyc7PZeg9Fo9Livk4+Pj9XdebvCx8fHbUIOABRFKf/4449rAATU1dV1Z+ryYZ7eTFnev8onT57sVfGwnOUsZznLtSu/KFHgbz/ZUVyvd3OE9yqpA4prJSL8BcZbgFXZ7ts172y5s50dNt3JKANOiATGh3tOKjbvyNm8QycAxAY5R8UNDQDyb27/q1/1bc76B3sokdhV3vR7yHKWs9y7yrXEpFnXtRzU3FGyp7m+i38WvWYjgGuklG8BwI033ji8srLywt27dz+QkpISZLVag0NCQtYKIca2nIJns9k87NfjmZSy08mtNWvW/NCcMIuMjDwYExPzuo+Pz89+fn4HfHx8agHAZDL9umLFingpZee3JeqCxsZGIwDo9fp2p+eGhIQc/l3x8fEJ99CsswtLHPVa5s6de5LD4Xhx8+bNl+/fv9+3oqLCt6KiYiKAiUKIv8bExOytr68/p7S0dKfbzoTo7Ceh7v4Ma9qrNJlMDQACmpqaTN3snwaQdevWYc6cOVqHQUREXsCkF1gckoO3Ctxeb/RqPx2UuHCswKkjBZ7Z0jaxFR0IjHd9IlyT07XRdD/lSJwQKXDqCPcfzXz0wOwYZ92aA96z0H9HAvz9tQ6BiKhdTJp1XR6cI8cCAXj8a66qqg+A5jTp7m6cx6s2Anj11VdzADylqur7y5Yt279582bfioqKhODg4JsBvNjczmg0tkwk6VuvaXUsVFVN2LJly3gACAkJ2VdQUDC2xSL2h5199tndGh3VWUajsRGAyW63t5vUrKysPDyKqqGhoUdXkFAUxaYoyg0AbrjppptmHDhw4JLy8vL5OTk5Sfn5+fq8vLzRPj4+21w7d3Z73bNj0G7y1Gaz+QCAwWCw9U045M2ap3QTEREBwOLwPPyvOA713rVmfYc+yJC4cCxw2giBiRFAWqstw/46TQedEMirlvipi0mzD3c5cNd0HZIsAotHCazcf/TxN0wUCPEVqG2UWL7vSN3PByXEU5633LxqvMBbZzhH9bXXrrf4+B7LGAEiot7HjQC6SFEUCWCb6+mMdppOBdA8rnxrrwbVhxRFyT/zzDOXBgQ4cyKNjY2PCSEOJ1+Dg4Nbrn/V05cIJzYvwG+z2V5zl5BTVdVYUlLidh21nmI2m0sAoL6+PkAIEeqpXU5Ozszmx42Njft7K55XXnll07fffrt048aNxz344INBF1100QYhBBoaGkxhYWH/7K3ztqehoSHeU52qqqElJSUBAODn59flUZhEREQ0sIUYGnH5uF6ZMNCrvtgnsTFPQq8TWH62HjOinOUmPfDXaQJLpzhf0z9/dbhdMyzrBj3kHQa8ubDtV7SUIuCjXc6D3lqowxlxzr50ArhinMATc5zHPLNFovhY55r0obIyjyudEBF5BY40656vAMwGMEZV1eMURdnups0FrnsHgK+7egJv2AjAk8jIyGWnnHLKQ998883Q2tra4KCgoBsAvAwAY8eO/cRgMMxqampCaGjoDQDu7sFT+zQ1Oa+A6XQ6t7+75eXlF6WmpnpcBEOv1ze0fNqdIGJjY38BcCEABAYGXooWI+2aqarqs3v37vmuWKXD4djUnXN1laIodQD+9Ouvv247dOgQABzXF+dtrbq6eogQYoyUck/rupKSkot27doFADAajRv6PDjyOkFBQVqHQEREXmTSpEmIhA6vbe9nQ80AXPClHesu1mNUiMDGywyw2iR89YDRtdXmyykOvLa9e9Mnb1jlQHyIwLRIgW/O16OmUUIvAF+Ds++vMh34568arOBPRDSAcaRZ97wDoPkazmOtK1VVHQlAcT39XFGUoj6Kq08oiuI46aST/t482kxK+bAQQgcAERERy0488cR6AKiurr7DYrHMaq+vq666amZ7o7VaybJYnDMejUbjZa0rVVUd8uWXX75UU+N5Oa3Q0NBDQjg/WBgMhphOnvcokyZNeiImxnmolPLfQog265Vt3779xV9//dXfdc51UsqK7pzLnWuuuWa62Wz2tEYaqqqqEisqnKcTQmi2sbjFYvmg+feimaqqYd9+++0TDQ3O3GVpaemTmgRHXmXGjPYG7RIR0WBjNpsxIcLz+l3eLLcamPyOHY9tdCCjVMIgAKsN+DHHgT9+acctq7uf1LLagFkf2PH3dXakFElICTTYgd/yJJRVdpy13AF7/1nOjIioX+BIs25QFKVQVdXH4EyYnamq6v9cjwvgnLL5PJxrOlUD+Idmgfai8PDwd0855ZT/++abbyKqq6vDAwICLgHwvqIoNYcOHbpmz549HxYVFemtVusvY8eO/c5sNr8WGBiYEh4e7mu32ydXV1cvzs/PX7hr165QANMBbO7EaTdPnDix8ocffgguLy9PGj58+KahQ4c+OHz48Gy9Xn/unj177k1NTQ0YMmRIY1FRkdFdB2azeVNkZCTy8/MRHBz8+KRJk3KklJuHDx/emJ+f79iyZUtjR0EoirI1OTn5mzfeeGNRTU1NYHBwcOakSZMetlgsX0VFRQ0vLy+/f926dXOamppgMpmaSktLr+7SD7cDer3+4fr6+tPi4+PTQ0JCVvj4+PwQEhKS4+/vP6yxsfHi9PR0pbrauWFrdXV1m1FwfSEkJKSptLR0alRUVPrxxx9/z7Bhw3YEBAScmpmZ+djvv/9uBgCLxbK2pKTkdy3iI++SkZGBpKQkrcMgIiIvsX79eixYsABLpwr80I8WtW9mtQH3/eLAfb907bi4ZR2PrGt0AE8mSzyZ3DOj8N5Ol3g7ve/XMmtmMrr9yE5E5DWYNOu+fwGIB3AtgItct5aqAVykKEqb6WkDgaIojuLi4rt//vnn12tqaqDX658A8D4APPzww/+rqqoK/OKLL17Jzs7W79mz5wwAZ7TTXYeJKtc5mwoKCi7fuXPnl7m5ueLgwYPTDx48+M3mzUfybREREcmzZ88O/uyzz8Z66CP5u+++y1q+fHlcaWlpTGlp6U8AsH374Rm2nbqkOX369PMrKip+WbFixdTKykpzWlraUwCeatnG19e3KSgoaFFRUVF2Z/rsisbGRrF///4JACYAuK91vRACkZGRr+fl5X3T0+fuDF9f3/Vz586duHbt2sT8/PzlKSkpR9WHhoYeKC0tPUuL2Mj75ObmMmlGRERtLIwTGBsG7OayVwNWIJdoICIvx+mZ3aQoilQU5ToA5wH4HkAxgAYAWQBeATBZURRNEhZ9JSIi4q3Zs2eXAEBVVVWMn5/f4STIs88++9ott9wSuXjx4g+TkpJKQ0JCHAaDAQaDAWazuWnYsGH548eP/zguLm6ylDK1s+d84IEHvr788stnz5w5c094eLhDr9fD39/fERUVVZSQkPBQcXHxiTpd+7/WCxcunLp48eJvR44cWefn54fm6ZpdoShK/aeffjrtmmuu+cuUKVMOhIeH241GI0wmk4yIiKgePXr0lw6HI6qoqOiHLnfegYiIiOuXLFnyxPTp03cMHz68JjQ01GEwGGA0GhEWFlYfHx+/bcSIEafl5eVd39Pn7qzGxkbbJZdcEnfWWWd9HhcXV+fv7w+j0Yjw8HBrfHz8K+Xl5aOllFat4iMiIiLvpxMCt03h15WBrNrKj4NE5N2ElP1vyDMReR9VVUc+/fTTWXv27IHFYvm+pKRkYR+clm9gA8Dq1auxYMECrcMgIiIv0XLafo1NYtirdpQ3dHAQ9UuTA8ux7aYIrcMgIu+m6QKXvHRDRESamj17ttYhEBGRF2k5ZT/AJKBM6n8bAhAR0cDApBkREWmqqqpK6xCIiMiLbNq06ajnfz5eBz3zZkREpAEmzYiISFOpqZ1e1pCIiAYBa6t1rmKDBP44llmzgSgsLEzrEIiI2sWkGRERERERebWlU/m1ZSBqqK/XOgQionbxrw8REREREXkNk8nUpmxGlMDMaA2CoV5VU1urdQhERO3i7plE1J/xDWwAOHToEGJjY7UOg4iIvNzHuxy46GuH1mFQD+LumUTUCdw9k4iIBi8mzIiIqKXMzEy35eeNERgW1MfBEBHRoMakGRERaWr16tVah0BERF4kKyvLbblBJ/CX4/n1ZSAJCgzUOgQionbxrw4REREREfUL108UCDBqHQX1FL3BoHUIRETtYtKMiIiIiIj6hVBfgavHa7q8DfWgiooKrUMgImoXk2ZERKSp8PBwrUMgIiIvMn369Hbrb5vKrzBERNQ3+BeHiIg0NXnyZK1DICKifmR0qMCSURxtRkREvY9JMyIi0lRKSorWIRARkRdJTk7usM3SqUyaDQQ+Pj5ah0BE1C4mzYiISFMlJSVah0BERP3MvOECx3F2f78XEBCgdQhERO1i0oyIiIiIiPoVIQSWcm2zfq+qslLrEIiI2sW/NERERERE5DXi4uI61e7SJIEIv14OhnpVk92udQhERO0SUkqtYyAi6i6+gREREQ1idY0Sdn4a6Ld+XvsTFp82T+swiMi7abqIpUHLkxMRER06dAixsbFah0FERP2Qn5EbAvRnQb78OkpE3o3TM4mISFO7du3SOgQiIiLSwJw5c7QOgYioXUyaERERERERUZ/LzMzUOgQionYxaUZERERERER9LisrS+sQiIjaxaQZERFpatKkSVqHQERERERE1AaTZkREpCmz2ax1CERERERERG0waUZERJpav3691iEQERGRBqZPn651CERE7WLSjIiIiIiIiIiIqBUmzYiIiIiIiKjPJScnax0CEVG7mDQjIiJNxcTEaB0CERERERFRGwatAyAiosEtKSlJ6xCIiIjIiz28wYEPdjm0DqNfWHWBHsPNQuswiAYMJs2IiEhTmzZtwowZM7QOg4iIiPpYXFxch22sNomnNztQZeuDgAaARuYWiXoUp2cSEZGmrFar1iEQERGRBuLj4zts89YOyYQZEWmGSTMiIiIiIiLqc+vWrWu33u6QeG4rh04RkXaYNCMiIk2ZTCatQyAiIiIN2GztDyFbuV8is6JvYiEicodJMyIi0tScOXO0DoGIiIi80DNbpNYhENEgx6QZERFpKjMzU+sQiIiISANBQUEe61KKJNYeZNKMiLTFpBkREWkqKytL6xCIiIhIA+3tnv3cFq5lRkTaY9KMiIiIiIiI+lxGRobb8oIaiQ8yOMqMiLTHpBkRERERERH1udzcXLflr6Q4YONAMyLyAkyaERGRpqZPn651CEREROQl6pskXkrhKDMi8g5MmhEREREREZFX+DBDorhO6yiIiJyYNCMiIk0lJydrHQIRERFpYPbs2Uc9l1LiGW4AQERehEkzIiIiIiIi6nNVVVVHPf/poMT2Eo2CISJyg0kzIiIiIiIi6nOpqalHPX9mM9cyIyLvwqQZERFpKi4uTusQiIiISGN7yyW+3s+kGRF5FybNiIhIU/Hx8VqHQERERBp7fivXMiMi72PQOgAiIhrc1q1bhzlz5mgdBhEREfWxxMREAEBFvcSbO/pmlFmQCbjrBB3OHyMwwgzUNQEpRRIvp0p8tufYYjDqgKVTBS5N0iEhBGhyABllwJs7HFiW5rnvK8YJzIwWmDJUICYQCPdzHnugCliTI/HCVgf2VRxTaETUTYN2pJmqqgmqqtapqipdt6u1jqmrrr/++u+EELL5ZrFYUjs65uWXX54XHh4uWx4nhIjsi3jdafUaRmoRg6qqI8eOHSuFEDI8PPy77vZzzz33TFywYMGahISEKrPZ7DAYDNJkMsng4ODG4cOHF06YMOGbKVOmXCuE8O3J+In6O5vNpnUIREREpIHY2FgAwGvbJWoae/98MYFAypV63DdThySLgF0CZhMwf4QOn56lx4sLuv/1OMgEbLhUjydP0WPyEAEhAD8DMDNaQD1Njy/P1UEv3B+rnqbDzZN1mBElEBUA1DY6jx0fLnDrFB22X63HxYkeDiaiXjVok2YAXgYwoJIX5eXlxwkhhrbXZuvWrX8rLS3tq5COiaqqc5sTfGFhYc9qHU97brzxxidfe+211DVr1szLzMwMslqtwm63o7GxEVVVVYaDBw8OSU9PP2Pbtm2vA7i49fELFy6sEELIgICAit6M88ILL9zVnKTszfMQEREREXVk9erVaHI4R1L1hU/P0mNUiEBWpcSsD5pgft6OoOftuPNnO+wOiVsm63D9cd1LTi07TYdpkQKldRJLPrcj8Dk7/J+z46pv7ahrlDgzXoeHTnL/9fvVVIlLvrZjhNoEn2fssLxoh88zdpz8YRN+y5PwNQi8uVCH+JBjePFE1C2DcnqmqqqXA1gAIAvAgFiB2tfXF/X19SIoKOh6AI+5a6Oqqu/OnTtPbdG+T2McqB544IGbPvzwwzutViv0ej1GjBjx25AhQ14DsGXYsGFNdrt9emVl5dl5eXnz9uzZE2S327UOmcirBAUFaR0CERERaWT5Xokca++f5+wEgROjBewOiXNX2JFa7CxvsANP/S4RHSBx+zSBh0/S4e10Oxq7kMebPAS4KNGZELvmOwdWujY0cEjgnXSJEB8Hnpunx+1TBZ7bChTXHn380p/answugV9zgYWf2nHoJj2CTAKXJAo8upHXvon60qAbaaaqaiiApwHYAdyucTg9JikpqRgAdDqd4qlNdXX1eSkpKUYASExMLOir2Nrz2muvLZRSCtctW+t4umPTpk3/tlqdf+lDQkIuy8zMnPXbb7+98dtvv6V+/PHH6Z999tmbq1evPmfnzp1mRVEuAPCrthETeZcZM2ZoHQIRERFp5JktfTPK7LIk5wiy1Qfk4YRZS09tdsAhJaICBeYN79pos0uTnF+rd5VKfJXZNqmlpklU1Ev4GwXOG921vqtswN5y5+PoQE7RJOprgy5pBuD/AAwB8AKADtcA6y+GDRv2icFgQGVl5XAhxFh3bbZu3bq0trYW/v7+lQkJCZV9HeNApKrqmH379gUDQEBAQGlJSckH7bV/6aWXPpNS7u2b6Ij6h4yMDK1DICIiIg3kG4fht7y+OdcfhjkTTt9nux+plVcNpJc4H3c1adbc96oD7vuubwLW58pu9R3mC4wJdT7OquQoM6K+NqiSZqqqngzgWgD5AP6pcTg9avv27V+OHz9eAkBoaOifW9erqmpJT0+fBgC+vr4fCdH+m/VNN90059RTT/103LhxxRaLxW40GqXJZJKhoaH18fHxW0aOHDnb07F33333sy0W95/7j3/8Y8bs2bNToqOjbX5+fs3lkwHPGwHMmjVL3njjjT81r79WXl5+W6vNC6QQYm5z+7vuumvUmWee+eLxxx9/IDIystHHx0caDAZpNpsbR44cmTV69OibOv/T7JLw6upqAIBer6/p6sHNr//7778PBoDa2trg1q+z5eYEqqr6XnzxxX86+eSTf4+Li6sJCgqSer1e+vv7O6KiosrHjh37vhAipPV5mv9NPvnkk8MJ1dbnCQsL29Vc15m1zzpac05V1aBzzz333cTExPKQkBCHwWCQvr6+DovF0jB8+PC8iRMnfhgUFDSiqz8zGnhyc3O1DoGIiIg08I01oU/OE+EPhPs7v/+kt7O8885S50ffcZau9Z8Y5rxPL/Gc1NrpOu84S+eSZhH+wKJRAqsu0CPQJFDVIPF2OpNmRH1t0KxppqqqEcCrAASAvyqKUqWqapjGYfWYrKysyksvvXRramrqVJvNdimAv7SsLyoqunrHjh0CAMrKyp4HcIqnvlRVnfTNN9/8fPDgwTZ1FRUVPhUVFVN0Ot26mJiYB3Jzcx9pL67Zs2cvfv311/9WWFjYq2OJf//9951r1671aV1utVoNVqt1JICXhw4delFRUdE8KWVP/rUpCwgIAADU1tbGCCGipJT5Pdj/UXbs2LHso48+urx1eV1dnairqwspKCi4NCgo6GyDwXB8U1OTZiPaVFWNefPNN3du3LjR3LLcbreLhoYGU1lZWdTBgwcvDggISAPwL43CJCIiIiKNHLJKfLLLAefXs94VFXDkcV61568CedXN7Tsfk9kEBJrEUce771u2iaW1f5wo8OjJ+jbl+yucGwUU1bo5iIh61aBJmgG4C8A4AKsVRflfT3asqqoBx7YTp0NRlGN+C5wyZcrzy5cvf7umpiZMCDFTSvlbc922bdtuaWpqgtlszqusrEy/8MIL2+tK+vn5FY8bN26r2WxepdfrdwYGBmYGBASMampqOmf37t1X796927egoOBhvV6/0m63b/XUUVpa2t9qa2tlYmLiW4GBga/Ex8fXl5WVnfHDDz+0OxB7zJgxljPOOOOUZ5999vOysjJYLJZlM2bMuL+5vqGhwbFmzZqy5uc6na5o9OjRBSEhId/6+Pik6nS6XUOHDg1tbGw8JTc399YtW7YMLSoqmmuxWO4D0G6ir4t2x8fHW7OysoKampr0YWFhaePGjft7RkbGO1LKpo4O9vHxOXfRokVmm822Z/Xq1WZ/f/+quXPnjmnZ5uDBg1XNj+12e3VMTExueHj4t0FBQRuklDujo6OrbTbb8dXV1Tdu27bt5LKysgCz2bxGCDGiOUEYGBh416JFi/7l4+Pzy/LlyxMAYNGiRZGtztPlkXKebNy48Z3mhNmwYcO2DR069GmTybQtKiqqUUo5yWq1nlNQULAoKyvL1lPnJCIiIqL+48VtDtj7IGEGAAHGI4/r2vmEXuuqCzT1Qt+Nrr6NnttU24CCGgm9ACJcI+OyKiVu/dGBZK9YkZpo8BkUSTNVVeMB3AfABqDN1MUecDmAN4/h+AMARh5rEEFBQZ9Onjz5td9++81osViWAvgNAFRVHZWWljbK1WxZR/0oipKmKMoQN1V7AXyvqupDqqoe2LJli8lisTwJ506kblVWVorQ0NAzMzIyVrYoTusohrfeeqtMVdXy5mmkDoejduXKlYWe2q9Zs2a4h6pfVVV9IjY2NmP58uWja2tr7xBCPNpTo80URZEHDhz425YtW9Ty8nKUlZWFl5WVve7j4/Pa8OHDi8xmc7rJZFq5e/fuZTU1NW32BXrxxRfrANQtXLiwOR7Z3ut88cUXb37xxRdvdlOVDuC9e++9947nnnvu/6qqqoYJIeYDWA0A9913nw1A4YUXXnh46872znOssrOzZwGA2Ww+mJOTM6VV9V4An/bWuan/mT3b42xvIiIiGoBqbBKvpnb8cfz+mQIPzOzeikJPJEvc90vfbDLQU57bKvHcVufHdT8DcMowgSfm6PD1eXp8mOHAld860NS/XhJRvzdY1jR7Gc6RYE8pirJb62B6i6IotUlJSWsBoLq6+kwhhAEA9u/f/6fMzEwIIVBVVdVh0qwT5ykYP378JgCoqak5sb22YWFhm8vKyla216a3KYpinzVr1osAUFdXZwYwpoNDuuSxxx5bdtlll90yevTohuayhoYGcfDgwaHp6enztm3b9nRjY2NlXFzcLwEBAVE9ee7WRo4c+VJSUhIAIDQ09I+9ea72SCl1AGAwGIp68zx5eXnIy2s7aJHl/as8Ozvbq+JhOctZznKWs5zlvVu+amcJyhvaVLWhEwIGXfdu+haD2Goajzz2a2fYiL+rrroLcyE63bdrhFl1o+c2LdU1Ad9lSZz0gR1ZlRKXJOnw5+M7PzLPG//dWc7y7pZracCPNFNV9VIApwLIBvBob5xDUZS3ALzVG3131ZQpU57+/PPPT62oqPAzGAxnAPgqLS3tSiklQkNDd5aVlXVqxW1VVXW//PLLnenp6Tfm5eXFVlRUGBsaGtB6gFZ9fX2AECJIStlmFBUA1NXVfXDsr6pz/vznPy9JSUl55ODBg2NLSkr86uvr4XC4vRQzBkCPJk9feOGFl1VVfeOnn35aun///svz8/NH5+fn+zQ1OcdoNzY2iuzs7JP8/f33+/n5nVBXV7eju+d6+umnI9esWfPC/v375xUWFobU1NToGhvb/vUVQkzo/is6NuHh4VkAxpaXl08dPXr0s/v27fuHlLLHpn82i46OZvkAKD948CAWLGg7YNXb4mQ5y1nOcpaznOU9U352lETCZjv2VbhtcthDGxx4aMOxD61qudZYdKDADg8L9kcHOu/zazo/KaXKBlTbJAJN4vDx7vsWrr473TUAZ5Lt7XSJB2cJXDtBh2e32Ds+CN75785ylne3XEsDOmmmqmoogP+4nt6qKEqdlvH0BaPRuHrKlCk1P/74Y0BwcPDtqqoWpqSkhANAQ0PDfzvTh6qqQV988UXKd999N8pD0qm1YACekma73JX3tGuuuebjjz/++I+1tbWdaR7cGzEoitKgKMoTAJ4AgLvuuisiMzPziqKiomtTU1PHW61W1NbW+gYFBa0SQsR0Z4roAw88sPCDDz74KjMzs8P/uw6Ho1deZ2eceOKJ12/atGndwYMHxb59+24zGAy3DRs2rDAkJOR3IcQH27dv/1hK2bm/+EREREQ0oOiEwG1TdPjLj30z17CkDiiulYjwFxhvAVZlu2/XvLPlznZ22HQnoww4IRIYHy4AuP+I37wjZ/MOnV2Ra3UeEx/S5UOJ6BgN6KQZgAcADAXwpaIoX/XWSbxlIwDAORVxx44dy3/88cfLKysrZ2/atOmu/Px86PV6e21t7fud6WPz5s0ffPPNN6MAwGKxlA4fPvwNPz+/H/z8/Pb7+PhUu8r/9+677851HdLe71GvJyoffvhh5ZNPPvljbW0tAgICbHFxcf8LCgr6ymQypRuNxgqTyeSYPXv2xffcc8+znYi3xzz55JPFcCZt/3PPPfdc/sYbb7xbVFQEq9UaBWA2gHVd6U9V1ZAffvhhRWZmpkEIgbi4uE0Wi+V9Hx+fjSaTqdDX17dBr9eLwsLC/OTkZEDD/99/+9vffikqKjrll19+eWP79u0JVqsVhw4dGnro0KElAJYEBAS8FRcX90J2dvadPbybKRERERH1A1dPELh7bRNqHH3zkfWngxIXjhU4daTAM1vafvyMDgTGhzsfr8np2sfTn3IkTogUOHWE++mTPnpgdoyzbs2Brn/0jQt2HtvZqZ1E1HMGetIsznV/lqqqHb07vamqavNi/nGKomR34TxesRFAswkTJjwbHR19eV5enuGLL744BwBCQkI2lJSUVHVwKFRVDUhJSVkEAAEBARWlpaWxJSUl9a3bXXHFFf49Fe+xSktLu7OmpgZCCDQ2Nk7evn17Rus2jz32mKbx/utf/3ovJydn6QcffDAVAPz9/Weii0mzioqKSzdv3uwDAGFhYa9mZmbe1LqNqqohL730Uk+E3Jm/5ga73fNgsSeeeGI9gNH/+c9/Ajds2HBZSUnJkpKSkpn79u2z1NTUmGpqav4WERERAeCqngiY+q/ExEStQyAiIqI+FmgSWGTJwyfFnvbz6lkfZEhcOBY4bYTAxAggrfjo+r9O00EnBPKqJX7qYtLsw10O3DVdhySLwOJRAiv3H338DRMFQnwFahsllu87uk4vAHs7p7P4AddMcCbN1h/itWaivjZYNgIYVBRF2TJ58uRiACgtLdUDQFVV1TOdPHxsXl6eDgB8fX2/llK2SZi5+k3okWB7QElJyXAACAoKym1oaGiTMAOAAwcOzOrbqNoaMmRISvNjo9HY5amTOTk5s5vXSCstLX3ZQ7MJPbFwol6vP/zvLoTwc9emvr4+trq62l3VUf76179Wf/rpp6+uXbv2zB07doTfeuutixISEhwAUFpaerkQwnzMAVO/Fhsbq3UIREREpIGzI3Kh6/za9sfki30SG/Mk9DqB5WfrMcO1PZdJD/x1msDSKc5A/vmrA41uZo1m3aCHvMOANxe2/QqdUgR8tMt50FsLdTgjztmXTgBXjHPugAkAz2yRKG41v+juGQJvLtRh3nCBAOORcn8jcO5ogQ2X6BEVKNBol3h8E7fOJOprA32k2e0AHmynPhpA886O/wTwpetxl7IO3rQRQLOJEye+/e23394hpYTJZKq32Wxfd/LQw4vXw8Pvx8svvzw9NTU1rEcCbV+jXq9vNxYAsNvtBuDIjo2tqarqn5GR0XaV8T5WWVnZPPIRNTU1+1rW6XS6JgCQUnr82NDU1NRyCrDeXZuUlJSlxcXF7qqaz3N4ULcQQu9pXbHAwMB8AJNdT0cDSGvdJjU19dIWvyud9uSTT36bn5+/ed++fdMdDocOQDyAbV3uiAaM1atXu90IgIiIiAa2005IxPlNAp/s6ZsRVBd8ace6i/UYFSKw8TIDrDYJXz1gdG21+XKKA69t714sN6xyID5EYFqkwDfn61HTKKEXgK/B2fdXmQ7889e2SS+DTuDqCTpcPQFwSImqBufIsxAfQO/KKFY2SFzznQNbC7v5womo2wZ00kxRlKz26lVVrWjxNEdRlJReDagPxcXFPXjGGWf80NTUpM/Pz89OS0vr7Az4bIvFgsLCQjQ0NCwQQpiklLbmSlVV/b/66qvP+2gb2NKAgAAAgE6nG+GpkdlsLgUQUVNTEymESJBSHpWQ2rx583sbNmw4ljXnPFJVNf7ll19+u6Ki4p9ZWVlrPLV7/PHHT1i/fv1cABBCoKmp6YeW9b6+vlUALDabLUAIYZBStslGRURE7ARwDgBYLJarAGxtWf/II4/MW7ly5Xntxevr69tyWdMoAIfctYuLi1ut1+vPsNvtsFgstwK4vmX9v//975N+/PFHt1kOVVUD3nrrrakbNmxwO/1UVVVdRUXFsBZFXVxqlYiIiIgGArPZjKVTdfhkT9/sD5VbDUx+x46/T9fhvNECI82A1QakFDvwcorEp8eQvLPagFkf2HH7NIFLEnVICAEaHMC2Iok3dziwLM19329sd6C8XmLecIGkMIGhAYDZCJTVA7vKJL7PduC1NInCHlkBm4i6akAnzQYzRVFqFEVZ1Y3j8letWrV3586do6urq8MjIyO3T5s27d7IyMgdgYGB8w8cOPDQxo0bwyMiImzFxcWm3oi9hX2xsbG2rKwsU01NzWkTJky4wmQyfRsdHW2tqamRa9eubZRSysTExE++/fbbWxwOhwgODt4yefLk+0JCQlZHR0ePLSoqevCXX36ZZLFYeitev7KyspNycnJWDx06tCwyMvJ7X1/fr00mU+qQIUPqdDrdRKvVevWOHTvOzM3N1QFAeHj48qKiooMtO4mMjNwKIM5ut+uHDx/+xgknnPDw0KFDDwJAfn5+45YtWxzDhg17OyEh4d59+/ahoqLiL2PGjAkJCwt7OT4+vrG2tvbmzZs3X5ObmyuGDh2KwkL3l6GGDRu2TghxipQS0dHRb51wwglLg4OD9/n6+so9e/Y07dnj/MQSHh7+7sSJE5/ctm2bvry8/LoxY8YgLCzs2YSEBGNtba2ydevWG4qKiqSfn5+oq2uz10NESUnJ2vDwcGtUVNQqPz+/L/38/LZERkZKKeUJpaWlf1+3bl0UAAQHB++vqKjI6dl/EiIiIiLqD9avX4/58+fjhEjg94K+OafVBtz3iwP3/dK14+KWdZzYa3QATyZLPJnc+STgQSvw/FaJ57dyvTIib8SkGbVx8sknX5Cenr5l165dhoKCgjEFBQWftqwPCwvLPv300zPfe++9+b0Zh6IoTdu3b39vw4YN19bX15vS09PfAYBt2w7P5PsDgLVjx479+6mnnnreqlWrIisrK82pqanPt+zH39+//pxzznl02bJlj/ZCmA2+vr4SgCgqKgorKiq6BMAlnhpHRUX9lJ+ff1Hr8smTJz8cFxd3XlZWlsjJybkiJyfniuY6i8XyPYCFiqLsSUtLeyEvL+8vtbW1Yu/evVcCuHLTpk0AnCPYIiMjnxw5cuRd7STNXj7++OPv3rp1qzEvL29+Xl7e9ua60NDQ3QASAUBRlOJdu3bdt3///n9VVlZi79691wG4rvlcJpPJPnfu3Pu3bNnymJukGYQQorS01FxaWnoBgAvcxRIUFGStrq4+zdPPigaP8PBwrUMgIiIijQghcPtUHS5dyfW6iMj7MGlGbSxdujSttrZ2wqpVqz7ctWvXcaWlpQaDwSCDg4Mrg4KCPti3b99SHx+fr/oiluOOO+6Giy++uGrLli1X5+XlBVdXVwuH4+g/qIqiVAMY4+fn93ZqauoZ+fn5vlJKBAYG1oWFha07cODAVdOmTTtj2bJlPR6foih7S0pKQjdv3nxrfn7+WcXFxaPLysqCqqurdXa7HT4+PtJsNlcHBwdvt9vtD+3bt8/t6D9FUdL27t17xrp1617Mzs4eUV5ebmhsbDuj9r///e+tTU1Nu3/77bcHsrOzI2pqaoS/v39TaGhotk6nuysrK2v5rFmz7mon3vy8vLzp/v7+72RmZiaWlpYabTab27b/+c9//t3Q0JC7cePGf+/fvz/KarWKgICAJovFklpZWXnl+eefP2TLli3uDs2ZOXPm+TExMdcUFBRMLysrC7Farab6+nr4+vo6QkJCSgMDAz/fs2fPX6WUHGhOmDx5stYhEBERkYYuGCNw58/O6ZNERN5ESMlhoETUb/ENbABISUlh4oyIiGgQysjIQFJSEgDg35scuGc9R5sdq33X6xEf0kdbkhL1DU1/od3uNkhERNRXSkpKtA6BiIiINNCcMAMAZaKAH+dBEZGXYdKMiIiIiIiI+lzzerkAEOYncNV4jpAiIu/CpBkRERERERH1OavVetTz26bw6ykReRe+KxERkaYWLFigdQhERETkBRItAmfEcbQZEXkPJs2IiEhThw4d0joEIiIi0oDJZGpTtnQqk2ZE5D2YNCMiIk3t2rVL6xCIiIhIA3PmzGlTduoIgXEWDYIhInKDSTMiIiIiIiLqc5mZmW3KhBBYOpVfU4nIO/DdiIiIiIiIiPpcVlaW2/LLkwQsvn0cDBGRG0yaERGRpiZNmqR1CERERORF/IwCN03m2mZEpD0mzYiISFNms1nrEIiIiMjL3DJZByO/rRKRxvg2REREmlq/fr3WIRAREZEGpk+f7rEuOlDgokSONiMibTFpRkRERERERF5n6RR+XSUibfFdiIiIiIiIiPpccnJyu/VTIwVmx/ZRMEREbjBpRkREmoqJidE6BCIiIvJSHG1GRFriOxAREWkqKSlJ6xCIiIjIS52dIDCSewYRkUYMWgdARESD26ZNmzBjxgytwyAiIqI+FhcX12EbvU7g6bk6fJct+yCi/i03NxdBxmFah0E0oDBpRkREmrJarVqHQERERBqIj4/vVLvzxuhw3pheDmYAWLcuG0MChmsdBtGAwumZRERERERERP3cnDlztA6BaMBh0oyIiDRlMpm0DoGIiIio38vMzNQ6BKIBh0kzIiLSFK+KEhERER27rKwsrUMgGnCYNCMiIk3xqigREREREXkjJs2IiEhTvCpKRERERETeiEkzIiIiIiIion5u+vTpWodANOAwaUZERERERERERNQKk2ZERKQpXhUlIiIiOnbJyclah0A04DBpRkRERERERERE1IpB6wCIiGhwS05OxoIFC7QOg4iIiAaTLZlAYYXWUXTs+DggKkzrKIgGLSbNiIiIiIiIaHB5/DPg841aR9Gxa+cDr/+pU03j4uJ6ORiiwYfTM4mIiIiIiIi80fvrgKKKTjWNj4/v3ViIBiEmzYiISFO8KkpERETkQUMj8MqqTjVdt25dLwdDNPgwaUZERJriVVEiIiKidrz0nTN51gGbzdYHwRANLkyaERGRpnhVlIiIiKgdhRXA/37ROgqiQYlJMyIi0hSvihIRERF14JmvACnbbRIUFNRHwRANHkyaEREREREREXmz1Gzg5/R2m8yYMaNvYiEaRJg0IyIiTfGqKBEREVEnPPNVu9UZGRl9FAjR4MGkGRERaYpXRYmIiIg64avNwL58j9W5ubl9GAzR4MCkGRERaYpXRYmIiIg6QUrg+ZVaR0E0qDBpRkREmuJVUSIiIqJOemMNUFGjdRREgwaTZkRERERERET9QU0D8Ppqt1WzZ8/u42CIBj4mzYiIiIiIiIj6ixe+AZrsbYqrqqo0CIZoYGPSjIiINMWrokRERERdcKAYWLGpTXFqaqoGwRANbEyaERGRpnhVlIiIiKiLnv1a6wiIBgUmzYiISFO8KkpERETURb/uAn7fq3UURAOeQesAiIiIiIiIiKiLnv0aeP/2w08TExM1DKaFgnLgX58DX28GcsuAYH9g+mhg6RJg/sRj67uqFnhyBfDZb85pqn4mYHIccPPpwAWz3B/TZAd+SAW+2QL8tgfYmw/U2QBLIHBCAnDtfOCcGccWFw1YQkrZ452qqioAJAKY3uI2EYAJQIOiKL6d6ONMADMBnABgJIAIAP4ASgGkAPgYwLuKojT1+AvoRePGjbs4IyPjw862HzVqVENmZmaHP6/WEhISUjIzMyd19/j+bty4cSsyMjLOtlgsKCkpEVrH0x0TJ0789/bt2//e/Hzx4sVvfP3119d5at/8mg0GA1588cUoRVEK+iZSTfX8Gxj1udWrV2PBggVah0FERESDyflPAp9v1DqKY2PQA9mvADEWrSM5Ii0bmPdPoNTqfG72B6rrAYcDEAJ4/DLg7vO61/ehEmDO/UBWofN5oC9Q33hkU4SbTwdeurHtcTe8BLzWYsdRowHwNQLWuiNlF8wEPrjdWUfeRtPv8701PXMEgJ0A3gJwC4BpcCbMuuJNAPcAWAAgAUAwACOASAALAbwBIFlV1cieCZn6g5iYmAIhhJw8efJgSAgdZdu2bVc++eSTflrHQdTTvOaqKBEREVF/0mQHXvz28NPVq1e307gbxHnOW2fVNQBn/cuZMDs+DtjxLFD5HlD+DvC3swApgXvfB1aldD0WKYEL/s+ZMBs5BPj1ccD6AWB9H3jySkCnA17+Hlj2Q9tjG+1AdBjwwIXAtqeBho+AqveB3NeAP53hbPPpb8A/Puh6XDTg9UUa9RCA3wGEA+jKFml7AbwHYAOA/QBy4UzyxQG4BsDVAI4HsEJV1VmKojh6MOY+MW/evO98fX2vbq+N0Whs7KNwyMvl5eUZfv7555fuuuuua7SOhagnxcbGah0CERERUf/06irgvj8C/j5aR+KM5UCxcwTYV/ceGQFn9geeuhrILABWJAP3vAecNrlrfX+RDGza60yOLf+7c0omAPiagDvPAfLKnNNVH/gQuGouYDIeOfaWhcCrNwE+xqP7jA4D/nsDUFMPvPWTMwH50EWAnxf8LMlr9FbSrBTAOQA2NU8RU1X1QXQhaaYoykwPVbkAflFVdReAJwHMADAHwNruh6sNvV7fsHLlykKt4xiIdu7ceY7WMfSksLCwprKyMsO2bdsuf+qpp/50xx131GodE1FP4fRMIiIiom4qqwbeXQvceLrWkQDvr3PeXzrb/ZTRO89xJs227gd25wJjY7re94KJRxJmLd1xNvDcSqCgAvhxO7BwypG66aPb7/vqec6kWW0DkHEImBLf+bhowOuV6ZmKolgVRfmil9dUer3F46m9eB4izSUlJb0LAPn5+YYff/zxZa3jISIiIiIiL/Hs14DDgfDwcO1isNYBW/Y7H59+vPs2J45xbgoAAGvSutb/TztcfU92Xx9jAcYPcz7+cUfX+rYEHnls73cT2KiX9daaZn2h5bTFBs2i0MiQIUNMxx9//CdDhw6tNZlMMjAw0DFq1KjK00477b+ujRg8SkhISBFCyPj4+HpPbYQQI4UQUgghzzvvvH97ajdz5sxTJkyYsGXIkCF1fn5+0sfHR0ZERNjGjBlTeMopp7x3zTXXRLRsP2XKlICTTjrp7nHjxm0fMmRInY+PjzQYDDI4ONg+evTootNOO+15VVX1rc8zbty4FUIImZeXNxQAUlNThzbH13w77bTTVrRuHx4e7nGh+KSkJP8pU6Z8GBsbW+Hv7+8wGo0yJCTEPm7cuINnnnnmnZ6Omzhx4r+bz6mq6sgpU6aMmTBhwu9hYWE2o9EozWazY9y4cbnnnXfexZ766KoJEyZ8OnTo0FIA2LZt22VPP/10QFeOHzdu3MXNMV977bUe42pvzbjWvzcnnnjiJQkJCQfMZrPdZDLJyMjIhtmzZ39z1113Hf6rc+KJJ06YMGHCJovFYjOZTDI4ONg+efLkPZdffrmHv6RERERERNQlu3KBVSmYPHmydjFkHHKuOwYcSV61ptMdGV2281Dn+y6qOLKxgKe+AWCca8mPnQc73zcA/LzTeW80AGOiu3YsDXj9eWuIC1s8/l2zKDQwduzYML1evy8lJSW0uayxsVFkZWWZs7Ky/mS1Wv+Ao5OKveK44477bOfOnec5HEdn40tKSowlJSVD9u7de5nFYjkE4O7mutra2q+3bds2t3VfVVVVuqqqqoh9+/b9paCg4I8VFRWj7rrrrrrW7XrKlClTjisuLt5UWlp61ML6lZWVusrKytiMjIwnZ8yYcfV11103WVEUjz/LlStXztmzZ88bNTU1hxN9VqtVZGRkRGdlZX14/vnnD/nss8+e74mYhwwZcndhYeGygoIC/erVq1/929/+dnlP9NsdkydP/s/27dtvb/lvX1hYaCosLDyjqqpqT0JCwohly5YtzMjIWN7yZ9PY2KhLTU0dnZ+fn3zjjTdOevXVV3dq8gLIq2h6VZSIiIhoIHjma6RE6rRLnOWXH3kcHea5XXRo2/Y91ndY1/uurgP+/bnz8XkzgOAujU2gQaBfJc1UVQ2Ac2fOywH81VX8haIom7rZnz+ObbRdvaIoTcdwfLfYbLbfCgoKQgFg0qRJ2bGxsf9wOBzJVqv1pJycnMc3btw4LjQ0tFfjmjBhwnvp6ennAUBUVJQtMTHxjYCAgHcbGxvz6+vrx9XW1l6Ym5t7tpTyqJFeBoOheuLEiXvDwsK+9fHx2Ww0GtPr6uqaGhsbpxUXF/9l9+7dk7dv3x757bffrrzrrrvmNR9nsVguWbRokXnbtm3b8/PzI4477rjiYcOGHdey79DQ0KrOxB4aGuprMBh+Ky0t9TMYDJg6dWpyRETEI42Njburq6tPzc7Ofjg3N9eSnJw8zs/Pb7WiKKd46mv9+vWv+/v7Y8aMGS8HBgYus1qttqqqqtvS0tJuqK+vR3Jy8lOqqr7cXuKts9LS0l6Lior6V0FBQfi2bdsufuSRR26+//77rcfab1eVlpaaDhw4cHt8fHx5fHz8P/V6/XdWqzX+4MGDL2ZlZY1KS0uL+vTTT1/eu3fvFYGBgXLmzJnPBAQEvFlRUWEqLS19ZMeOHWcUFRUZUlNTPwOQ1Nfxk/fR9KooERER0UCwKgV1f0wEtPpcVdNiEpOfyXO75g0Lqj1OenLTd4uJZT3d902vAodKnZsV/PuKzh9Hg4bXJ81UVT0RwG9uqhoAvAJg6TF0vxPOJFx3XQPgre4ebLfbfRYvXjy0vTYREREVb7311uF3ifHjx5+ZnZ09BgBOOOGEfddff/0YRVGaE1P7hBDvDRs2LPvgwYO9th1dUlLS+D179lwGAPHx8dbTTjst4aWXXipq0SQLwEoAWLJkyVFbj+zYseNMD92mAXjjuOOOe3bHjh23paSkzH3mmWfMt99+exUArF+/vg5AXUxMjAMAdDqdo7ubKMTExLySnp4eAADz58//+LvvvruoRfXeIUOGvBYdHZ2bl5cXvmHDhjk33XTTia+88spGD93pFy9efMKbb765pUWZctxxx9l37Nhx06FDh4zr1q27VlGUV7sTa2sRERF3FhQUvFlYWKjfsGHDqwAu7Yl+u6KyslIkJSWVX3755VH33ntv8+/mXiFEYkhISFVFRYXvmjVrrgsNDXUsWbJk4muvvZbe4vBF8fHx2/fv3z8hIyMjUVVVs6IonUp20sCVkqLxdAIiIiKiAWDYijTg+gs7btjSUyuAp75sv03kte7L7zgLuOOcrp3Pm/z7c+cGA0IAy24GRg7ROiLyQv15TbMvAbyuKEq/Xc/sxx9/XPjNN98UtHcrKSl5qeUxjY2N9wKAr68vZs2adWaLhBkAQEpp9/f3v6CXQ/+Pw+GAXq/HnDlzLm6VMDvK119/3aV/nx07dtwLABUVFWLr1q1/PNZA3SkoKDgfAEaOHNlw3nnntUk6FRUV2UJCQi4GgMbGRuzZs+cRT31NnTp1ZauEGQDg0KFD97bor8e2sklLS3srKiqqCAC2bdt24WOPPWbuqb67Yvr06X9ukTADAEgpG4cOHfoLADgcDkyZMuWrVgkzAIC/v//LAFBVVYVNmzad1jcRkzcrKSnROgQiIiKifi/qh91ASRevR1fXA4UV7m/NPNW3HNEV4HvkcZ3N8/lqXV8hAn09t2ktoMU4jJ7q+9XvgXvecz5++mrgwpM6Hw8NKl4/0gxAMoAg12NfAAkALgNwM4ALVFW9V1EUjwvVt0dRlJE9EmEfKi8vHwcAo0aNqnj22Wd3uWuza9euTWFhYTXl5eW9MiG7rKzsBFcMNW+88cY3XT1+xowZ8Q0NDS+WlJTMLC8vD6qvrxet10UDgIqKiuk4epfUY+br6xvW0NAQCAAjRozYpCiK3V279PT0NaGhoXUVFRV+xcXFHhetHzly5BvuysvLy8sDAgKaamtrDQ0NDZE9E71TeHj4nfn5+W8XFhbq169fvwzARR0e1IMiIiLkrFmzPnZXZzQadwNYAAAjR458012b4uLiDc2PrVZrB/s/ty8vLw8AEB0dzfJ+XN5c5y3xsJzlLGc5y1nO8sFTPpDo/XwAXyOALvwcHrwYePBi9+3Fec5jcv/ruZ/mgujDy22jcNsuDJ1zvPv2ea71xqJCOx9ni3XMSrfvRYPF6LZ9aGYe/Fr07bH/d9dC3qJCAMCDFwG3n9l+e5ZrXq4lr0+aKYriAFDteloNoATARlVVfwLwGYB/qaqaqSjKJ1rF2F2nnnrqF6tWrTqnK8dYrdZAADCbzXnttTObzYXl5eWjjiE8j6qqqswAEBYW1sVtSYBp06ZduXPnzjfr6uo6HOVos9naWeWxe6KiosZnZ2cDAIKDg1Paa2s2m/MrKipGWa1Wj6O5EhMTPe5nbDAY7AAMdrv9qM0GFixYEOHj49Pm9fv4+Dg+//zz4vZfAZCWlvZOTEzMk3l5eUO3bdt2wf333x/8yCOPVHZ0XE8JDAxs9LSWnxCi+f8qxo4du9Ndm8LCI5etmpqagty16SxPb6Ys71/lnuq8LU6Ws5zlLGc5y1k+8MoHEuvFJyIo0PnVo88/pyXGOqc5SomhJW0nG0VHRwMOB7A711ng2umyU/FEBAPhZqCkCpaCWsBTPFmu2Qvjhh1d3tInG4Br/gvhkMDfzgL+efT4A2/7/WS59rw+aeaJoiifq6r6M4BTANwGoMtJs/64EUBjY6MOAAwGQ2177fR6fbv1x8Jms+kBwGg01nTluOHDh1tKS0vfqKur05nNZjl+/PhVZrP5Y4PBsEUIUepwOBrtdrv4/vvv8wFASmns6dh9fX0Pb9NnNBor2mvb/DNufr3uBAUFdbjAv5RStHy+Zs2aInftLBYLAAh3dW7a/i0vL++9oqIiXXJy8msAemUqqztCCNlxq879bNC/p4hTD1mwYIHWIRARERH1b3odUubEYLZW5w/yA6bFA7/vA35IBc47sW2bTXuBStfX1PkTu9b/HyY4E14/pAJ/PattfW4pkO4a0zH/uLb1APDV78BlzwJ2B3DT6cBTV3ctBhqU+m3SzGUTnEkzj9PnOrATGm4E0B1Go9HR0NCga2pq8m+vnd1ub6++w6RHUFCQj9XqfmNGk8lkr6+v1zc2NnZp+mdwcPC9Bw8e1Ot0OixZsuT6999/v83URiFESFf67Kr6+vrDiyc1Nja2e67mn6HJZHI7hVNLaWlp78fExDyVl5cXuW3btvMefPDB0A4OaTv/1Q0pJZNY1OcOHTqE2Nhe27uEiIiIaOA770Q0DDmmSRzH7tLZzqTZ++uAB/4IRLWaOPTUF877qfHA2Jiu9/3JBmBVKpCaBUyKO7r+P18CUjqnZv5hQtvjf0gB/vgU0NgEXPUH4CWla+enQau/f0FuTvp1auTLQBAUFFQNAFVVVe2OW6yqqvK4K6dOp6sHgKamJo8jqGJiYty80zgFBwdXAkB5efkwT23csdlsJwBAVFSU3V3CDAASExP/0JU+uyo/Pz9dCOdgrqqqqsntta2srIwCgKCgoB7d3VFKKdzdSkpKOjXKrJnFYrkdAIqLi3UbNmxod+23pqamwxlQm83mcbppXV1dYFdiIOoJu3a5XZ6RiIiIiDqrxbpcmrnxNGBEBGCtA5Y8Dux0jfyy1gF3vQN8vtH5/PHL3B8vznPeHvxf27qzpwMzRjuneJ77JLBxt7O8oRF4+gvg2ZXO5w9dDJhaTVj6NQM45wln24tPBt74k3MqKVEn9PeRZnNc9/u7c3B/3AggNDR0Z0lJyYn79+8PWbp0aaK7zQASExNntLcJgMFgyAeA0tJSw7PPPhuydOnSitZthBBXtRNDcmFh4cL9+/cHXHfddQtff/317zoTu8Ph8AHaTldsyW6339leH0KIpo76aE99fX1ZeHi4tbS0NCg7O3uGqqp6d5sBjB8/fm5FRYUfAERERGzrzrl6W1pa2v9iY2P/k5ubG7Vt27azIyMj13hqW1pauqf5cUVFxTQAaus2iYmJk5pfMxERERER9RPTRwMnjsGkkh5fErpr/HyAL+4G5j8IbN0PjL8NMPs7d9l0OJyJqscvA06b3PW+hQA+vROYcz+QVQjMvMe5S2Z9I9Dk+jp30+nADae2Pfb+D4/srLk6DYi+3vN5nrsWuOjkrsdHA5ZXjjRTVTVeVdV2E3qqqioAprmeft77UXkHo9H4OADU19djw4YNX6qqelTySAihr62tbXd9N51O9z0A1NTU4Mcff3y0df3kyZMnZWVlLfZ0vMPh+KtOp0NTUxPWr1//0V/+8pdwT22XLFlyeH9gk8mUCQCFhYW6yy+//NLWbadMmXJRZmbmzPZiN5lMVQBQW1vb7bHHkZGRnwFAdna2z/Lly99pXS+EMFZUVHzkOh/GjBlzf3fP1dvCwsJuA4CSkhJdXl6ex1F6paWlmQEBAU0AkJ2dfZ6b3xtdfX39Z70bLRERERER9bjbzwSEgNnscUJJ35kUB+x4Frh1MTBqqHN0lyUQWDwV+OGfwN3ndb/v2HAg5Wng3vOBxBigyeFcS+0PE4CP7wBevtH9cY4WE9NKqoDCCs+3Olv346MBqddGmqmqOg5Ay/+1zQvWCFVVW68KuE1RlJZbbFwB4CpVVd8D8BOAPQCsAAIBHAfgSgCXuNruB/B0D4ffJ+x2u8/ixYs9TqMEAIPBIL/44ovDC8enp6d/FRcXtyc7O3vM77//PrqxsXH/l19+eY/D4Ui2Wq0njxgx4vEDBw7EhIaGNpWXl7v9901PT38jKCjoBavValy7du2fFixYYAgICHiuurraZLVar9+/f/9N/v7+jvr6erdJ1d27d2dMmDDh/fT09Mv27t1rrqmpOZSenv56YGDguzabLb+hoSGptrb2gtzc3PNOOOGEVwHc4zr0P0KIS+x2O1atWvXOaaeddryvr+/71dXVfhUVFX/duXPn+REREfbCwkKP00b9/f23AkjKzs72O/30018JCAh4ymazHQSA6OjoRlVVO1y7Kzc392aLxfLH0tLSgNWrV186c+bMUREREQ/ZbLa9NTU1C2JjYx89dOhQOADMnDlz3SuvvLKxoz61kpaW9klsbGxubm5uTFlZWbv/n2NjY9fu3r17QXp6umXZsmU7Vq5cubShoWFfTU3N/OHDhz+Um5sbbTab7VVVVR5//kS9YdKkSVqHQERERNQ/xVqA851fr9evX9+zGyzJbo5NiQwFnrvOeevp85n9gccuc946a+0jXYuDqIXenJ75EpyL9LdmAvBbq7I4ANmtykYCuM918yQZwIWKorhfsd7L/fjjjwsBFLTXxs/PD6qqhiqKUtFcZjKZZkZGRu4rKCgITUlJGZmSkvJhy2NmzJixq6SkpKG8vNztN1EpZePUqVPvSE1Nfc5qtWLNmjU3Ajiclo+IiLDHx8dfvXHjxnc9xbVjx47LJ0yYELRz586z8vLyfPLy8m4BcEvrdtOnTz88oik9PX3z+PHjP9u5c+f5xcXF+h9++OEOAHc015vNZjlnzpxrP/nkk7c9nddms93v6+t7SX19vW7VqlVHxX3qqad+AeAcT8c2Ky8vr582bdosABtLS0v9Nm7ceCKAb93EnjF37lyv39YvLCzs1tzc3A5HidXV1V1ksVgOlpaW+m/evHkcgFXNdXq9HvPmzfsgPT19fnvr4RH1Bq+4KkpERETUH/35DMDY31ddIvJeXjk9E86E21UA3gaQCqAQQCOco832APgQwLkAZiqKckCrILWye/fuMrvdHjl58uTPhgwZUmc0GuHv7y9HjhxpXbBggXrttdeO66iPLVu2PD916tSLR40alevv7y8NBgPCw8ObTjjhhM1LliwZu3Hjxl866mPHjh1nz5gxY2FSUtL2sLAwm9FohK+vLyIiIhoTExPz5s2b90J4ePgTLY9JT0+/YNq0aQ/GxsZWmEwmmEwmRERENE6ZMiV10aJFJ3788cdtpku2tGfPnqyJEycuGDNmzL7g4GC7Xt+9QVGbN29Oi4iICJ8yZcpHMTExlX5+ftJgMCA4ONiRlJSUu2TJkrs2bdo07sEHH2zs1gn6UFpa2uexsbGHOmp34MCBshEjRiRMmDDh19DQ0EaDwYDAwECZmJhYsHjx4ptXrVrVhcs1RD1n/fr1WodARERE1P/4+7hfw4uIeoyQctBsPElEAw/fwAaA1atX9+xUAiIiIqKOnP/kkd0c+6ubTwdeOrKOV0ZGBpKSkjQMiKhXaLrVqbeONCMiIiIiIiIiT25bctRTJsyIeh6TZkREpKmYmBitQyAiIiLqXxZNAcYe/Rlq06ZNGgVDNHAxaUZERJriVVEiIiKiLlq6pE2R1dov98cj8mpMmhERkaZ4VZSIiIioC8YPAxZM0joKokGBSTMiItIUr4oSERERdcHSJYBouza6yWTSIBiigY1JMyIiIiIiIqL+INwMXDbHbdWcOe7Liaj7mDQjIiJN8aooERERUSfddBrg5+O2KjMzs4+DIRr4mDQjIiJN8aooERERUScY9cAtCz1WZ2Vl9WEwRIMDk2ZERKQpXhUlIiIi6oSLTwaiwrSOgmhQYdKMiIg0xauiRERERJ2wdInWERANOkyaEREREREREXmzOeOAKfHtNpk+fXofBUM0eDBpRkREREREROTNbj9T6wiIBiUmzYiISFO8KkpERETUjrihwJnTOmyWnJzcB8EQDS5MmhERERERERF5q1sXAXq91lEQDUpMmhERkaZ4VZSIiIjIgyA/4Nr5WkdBNGgxaUZERERERETkja6bD5j9O9U0Li6ul4MhGnwMWgdARERERERE1KeeuxYbFsdh1qyZWkfSvhhLp5vGx7e/uyYRdR2TZkREpCleFSUiIqI+FxuOpoShQGKs1pEQkRcTUkqtYyAi6i6+gREREREREQ1cQsuTc00zIiLS1Lp167QOgYiIiAahzMxMrUMgIi/HpBkREWnKZrNpHQIRERENQllZWVqHQERejkkzIiIiIiIiIiKiVpg0IyIiTQUFBWkdAhERERERURvcCICI+jO+gRERERFRt1RVVcFsNmsdBhG1jxsBEBHR4JWRkaF1CERERERERG0waUZERJrKzc3VOgQiIiIahJKTk7UOgYi8HJNmRERERERERERErRi0DoCIiIiIiIjIW9nsEhd86UBto9aRHHFOgsCfp3AMDFFvY9KMiIg0NXv2bK1DICIiokEoLi6uU+0+2S3xVaZ37T8VbagEpoRpHQbRgMfUNBERaaqqqkrrEIiIiGgQio+P77CNlBLPbnH0QTRdU11do3UIRIMCk2ZERKSp1NRUrUMgIiKiQWjdunUdtvk1F9hc2AfBdFFMTLTWIRANCkyaERERERER0aBjs9k6bOONo8wAoLKyUusQiAYFJs2IiIiIiP6fvfsOj6pK/wD+PXcmM5NMGmmQEAghtACSCAi2IAgqKnZXXcvarw3rrnV/Ku7q6u66il2vDXVt2FbFClIVIdTQQgsJEBIC6ckkM5OZOb8/ZgJpE9JvyvfzPHm4c+455753SCaZd04hImogu1Tiq93day2zWlzegqhrMGlGRES6GjVqlN4hEBERUR8UEhLS7PmXN3jg6Z45MyLqIkyaERGRruLj4/UOgYiIiPqgyZMn+z1X4ZR4azMzZkR9HZNmRESkq0WLFukdAhEREfVBmZmZfs+9u0Wi/NhLnummf//+eodA1CcwaUZERERERER9zoEDB5osd3skXlzfPTcAIKKuxaQZERERERERkc+CPRJZpXpH0byCggK9QyDqE5g0IyIiXUVFRekdAhEREdERc9dxLTMi8mLSjIiIdJWamqp3CERERNQHpaWlNSrbeEhi6X4mzYjIi0kzIiLS1caNG/UOgYiIiPqg8vLyRmVz1/WMtcxCQ0P1DoGoT2DSjIiIdFVYWKh3CERERNQHZWRk1Ht80CbxcWbPGGUWFhamdwhEfQKTZkRERERERNTnvbbRA2fPGGiGAwfy9A6BqE9g0oyIiIiIiIj6NLtL4rWNPWOUGQB4PG69QyDqE4x6B0BERH3bjBkz9A6BiIiIAJQ7JP61xoMvdkrsLQcCjUBqjMBtKQKXjmzfeAunW2LuOomPMj3YXQoYFSA5Arh+rIKbxwkIIRq1kVJiRS7wbZYHvx6Q2FECVDiBfmYgJUbgqmSBP40RUJpo2xKjRo06cvxRpsTh6rbeHRH1VkLKnpNN7wk0TbsQwK0AjgcQBiAPwI8A/qOqapaOobWbECJk0KBBD0gpL6+oqBhcXV1tklKKoKAg2b9/f1t8fPz21NTU10aOHPmBqqo1esdblxBiHoBrR4wYgT//+c/Xq6o6T4cYhgDIBoC77rqr4IUXXhjQyvZzADwOAHPmzFn9+OOPn9jRMfZAfAHrBXJzcxEfH693GERERH1aboXElE/cyC7zPg4OAOxuwOWbrnhbisCrZxja1He5Q+L0+W6sK/A+DjICLgk4fYOlZg0V+OpCBUalfvLrqVUe/N+vR+dLGgQQbALKHEfrpMUDCy4yINTctsQZ4E3OpbznxuYetMzqpbGH8NlVcXqHQdQV2v7D3QE4PbODaJomNE17G8BXAM4CEAPADCARwG0ANmqado6OIbZLcHDwbRaL5fD+/fv/Lzc3d3hZWZnZ6XSKmpoalJWViZ07dwYvXrx44gsvvPD2hx9+WPjiiy9eoHfMLSWEmCqEkEII+cQTT6zSOx6ivmb79u16h0BERNSnSSlx6TfehNmQUOC3PxpQcbcRFXcZ8K8pChQBvJYh8eamti34dfPPHqwrACIswLcXKai824Cquw2YN1OBxQgs2CPx+G+N+65xS0RYgHsnCPx+pQH2ew0ovdOIojsMePwkAYMAVuQCN/3UtrgWLVoEAFi8T/aohBkADBjQX+8QiPoEJs06zsMAbvAdzweQAm/i7AIAOQCCAXyqadoIXaJrB6vV+oLNZnvVbrebAwMDMXXq1IOXXXbZv//4xz9OO+uss0accMIJZ4wcOfL5qKioA263G8uXLw91Op2q3nETEREREdGxfb1bYnU+oAjgqwsNOHmgd2CHxShw/yQFd433Pn7sNw+c7tYN9N9QIDF/h7fNuzMVzEpSIISAQRG4dqyCZ9K8b0mfXydxyFa/74uGK8i+2YDnphlwYpw4MhItIlBgzikGPHqSt+1nOyX2lrV9AsLz63re5IXi4hK9QyDqE7imWQfQNK0/gEd8D78DcIWqqrWvvN9omrYZwGZ4E2dPAfhD10fZNoqiXCelvAsAEhMTce211/4zNjb24Tr3BwC7ACwCcF94ePgfq6ur30E3mzYnpbwOwHU6h0FERERE1O18mOn9031GgkBqTOOZUH+ZqOCFdW4ctHlHZc1MbPlsqY8yvaPARkYA5w9rPGZDHSfw+ErvlMsvd0ncmnq075QmYqnrujECc1Z6j9cVSCSEtX4W185iie/2dKu3Li1is1UCiNI7DKJejyPNOsafAFh9x39tkFCCqqrZAN70PbxY07SYrgyurYQQ4YqivAYA/fr1w2233aY9/vjjDzW8v7pKS0s/djqdY6qrq//adZESUU+WkpKidwhERER92pL93j/vzxrSdNJpYIjAGF9+ZvG+1iWYavs+M6HpvgMDBNJ8I9ta23dk4NHjVg6AAwBERUXhhfVtm9pJRH0Dk2Yd4zzfv7tUVc3wU+dz378KgFmdH1KHuMXtdlsA4Pzzz68OCwv7c0saSSn3PProo/Weh4CAgIHDhw//Z3x8/K7Q0FCH0WiUFotF9u/f3zVp0qS8u++++2+apgU21V/DNceEEDFxcXGfhYeH2wICAmRoaKhMSUkpv/322zVN04L99DFPCCFHjhwpNU27rk65BLCk9vGcOXMm115LCCGjoqKkpmlzOuI+9CaEGDZo0KAf+/XrV2kymaTFYpFxcXGutLS0Pf/3f/93q6Zpfj+aCw8Pvzw+Pn5bSEiI02g0ysDAQBkVFeUaNmxY5emnn77u3nvvvUvTNEOD64XExcW91L9//0OBgYFug8EgQ0JC5IABA5ypqamHzz333G9feOGFSZ1/59TdhYaG6h0CERFRn3XIJlHk2zVyTKT/eqMjvX8qbitqed9SSmwv9vUd5X8U2GjfdbcVtS7ztWz/0fpjm+nfn4RRKZi3peeNMiOirsPpmR3jeN+/q5upsxaAG4ABwHgA73R2UO1lMpmudDqdsFgsGD9+/Ceqqla2tS8p5Y7du3db65a53W4cOnTIcOjQodiNGzc++qc//ekqACeqqnrYXz/5+fkWs9m8Iz8/P7y2rKKiAps2bQrZsmXLzVdfffUsABNUVc1va6xdcR9dzWKx3KAoylu5ubn1/prIz8835OfnJ65fv/6166+//kZN005XVbWibh2r1fpBVVXV1WVlZUfK3G437Ha7oaioyJqVlTU+KipqfHJy8vsASgFACDHQYrGsz8/PrzeqsrKyEpWVlQEFBQVRGRkZs6ZNm6YAOLez7pt6hhUrVmDGjBl6h0FERNQn5duOHscF+088xQXX1m95kqncCdhq6rdvum8BQNaL5Vg8UuLxld5RYifGAsmRrU+aPfHjAVS5WrWhfbcRF8edM4m6ApNm7aRp2kB41yoDgD3+6qmq6tA0LR9APICRbbiOEYClTUF6eVRVrWppZSFEkBBiDAAkJCTAYrEsbce1ERgYuHfixIkiLCzse4PBsDYoKChzy5YtZofDkVZQUHB3cXHxoA8//HDo4MGD3wPgd5fR+fPnj1UUxXDhhRdmx8TEPJyVlbUpOzt7Zn5+/hPV1dUhH374YWxcXNz3mqaNb24aaa1hw4aFFxYWnl5aWvolADz88MPrMzIyjlzfbDZ7ABzJFnXUfXQlIcRpQoi3pJQiJiYG06ZN+zUsLOzvmzZtyj948OBl+fn591dVVZnffvvtiQ8++ODn8O7+Wtv2DABXA8CECRPcI0eOfE1K+VlFRcX+AwcODHA6ndPLy8svcblc9T6XDAgImGu322NMJhPOPPPM/REREf8UQvy6Z88eW3l5+Wi73X7e4cOHL/B4PMVd+2wQERERUV21SS0ACGzm3WGQ71ylsxP6DvD1XeO/TkOP/urdkdOoAC+cbjh2gwZq3BIf7g1vdbvuwul0AjDpHQZRr8ekWfvVXX3xWCOLDsGbNGtm4LNfVwN4tw3tau0FMKQV9eOllAYAGDBgAABsb8e1UVFRMcbPqXQhxFyz2bzabrdPWLVq1dmapg1XVXVXU5XLysoMd911147k5ORUVVXtvuJMIcT/jEbjNpfLZVmwYEHqnXfeeSmAz44V165du8qEEEe2njGbzTXfffddQWffR1cymUxvOZ1O0a9fP9x1110f/PWvf/1TndObhRBfKIqy1m63G7777rsz4+LiZqqq+qPv/NkAMHjwYKiqep+qqi/WaZsN4HcATza8psfjmQkAF154oWf69OmpqqrWTY7tBvANgJs78j6JiIiI+pK/rfTgb7+3bT2uBycJPJXW+kRTd/FxpgdPr/Z+Pv50moJJsa0fZfblLonCmvaMSdBXYWEhjo7dIKLOwjXN2q/uVD2731pevtUCesSrW7/ag8DAQKDOaKuOJqV0OxyOdwBg+/btAHC6v7oTJkxAcnLyXXUSZrV9ZLvd7n8BwNatW1FUVKR2Vrz+tOY+uooQ4gSn0zkMAM455xxndHT0nQ3rSCk3CiFeB4D169ejvLz81jqnDQAQFhYGAHktva6UUgGA0NBQO3xTNjtDXl4e8vIah8XynlUeHh7ereJhOctZznKWs7wnlHukhFuizV+1/VgDjvZd7fJ/3UOl3rmTwQ0GNzUXZ3nhwXp9+6tf5RthFmRonARsWP+7LA+u/cEDCeDGEVX4ywlKs/X9lX+xs3esZab39yHLWd4V5XriSLMeQlXVeQDm6RxGuwQHB58WERHxj8rKypSqqqogp9MppKz/y+rQoUMAMMJfH+PGjbMD+KWpc1LKrwA8JqVETk7OSZqmiZZM0WytjriPLnRq7cG4ceN+UVW1yeSn2+3+BMAdHo8H2dnZU+qc2ggAW7ZswY8//vhKfn5+6eOPP77oWBc1Go1bnE7npG+//TZIUZRvNE27uTPWmfO3lgPLe1b5xIkTu1U8LGc5y1nOcpb3hPI5ccCcU5qs0kLefgKqjv4dm1cpcVxi09cthxWARKy1/qiu5uKMlRLWADdsNUBepf/6eZXeGAaGNB7TUbf+L3s9uPRbD2o8wPVjBd48K6TZ+s2VXzZS4LNekDjT+/uQ5SzvinI9caRZ+9VdrvJY43trd1Vs84L6XejIlMXq6moACGtPZ8HBwW/YbLal+/fvP7mkpMTqcDgaJZpacq3o6OhsVVXdfk4fmUJaWlpqBdDhW/J11H10oQTAuztheHi4v51dAWBr7UFZWVk/TdNqP0P8r8Vi2SGlxFdffRXz1FNPLRw+fLg9LS1t0x/+8If//Oc//xneVGdOp/MeRVE8BQUF0DTt3AceeCAvJSWl6Iwzzlikquqt/nY5pb5p9erm9lAhIiKizhQdJBDle5eytZmdMWt3thzdioVmhBBIjvD1Xeg/QVW7I+foZhbz/zVX4vyvPLC7vAmvN89UIETrp2XWunC4QHyQv7cV3V+/fv2OXYmI2o0jzdqvsM5x9DHq1p5vxUbNXl29EQCAXCGEW0ppOHjwIACMApDelgsLIa4GoALAiBEj5OjRoxeYzebPFUXZ4HK5im02m2vJkiVXVFdXz/V4PEAz35cmk8nvnjpSSrsQwgNAcTgcgHcabIdNK+3I++hCwQBgsViA5pO1R3bM9D13IQCKpJQ1QohJMTExcysqKq6srq42796927x79+7jABz3888/37d06dKsc84554+33Xbbmto+pJS/GwyGE2JiYt4tKioaV1ZWhk2bNkUAmA5g+uLFi1/ZuHHj56mpqTc13K2T+p6KCn4LEBER6WnaIO+oq4U5Evc1MQD8QIXEVt+7numDW5eomjZYYG2BxMK9TSfN7C6JFQe856YnNN13er7EuV+6UeUCzksS+O85CgxK2xNmAGBUBM4Jz4ZWNaxd/eglOJifQRN1he7wpr6ny4M3GREMINFfJU3TzKgdAw3saMN1unQjACllldls3up0Osft3bsXdrt9KoD323Jhk8l0j9PpxLBhw3DPPffcetttt2kN64gWfkzkdDqt/s4JISzwjZ40m81AB4/o68j76EKVAGC324Hm19I7cs733B3JYkgpywHcIIS4MS4ubnJ4ePgfKysrp+fn5yeXl5crCxYsSHI4HCsNBsNkVVXX17Zzu93rAaQIIYJHjBhxoaIoFxYXF5966NCh/llZWcpbb7112d13352saVqqqqptW8WWiIiIiNrtymRv0uznvRIZhyRSYur/SfvcWu8aYrFWbxKsNf44SsG/17ixvRhYkOXBrKT6k53e3CRR5vDurnnRsMZ9ZxySmPmFG+VO4IwEgc/OUxBg6Jg/uc+OOIgPDw+rt8tnT7F//360bp83ImoLTs9sJ9+aWRt8Dyc3U3UCfIuqA1jfTL1uw+l0fgx4Ey7r16+/oq1T6lwu12gAGD9+PAwGw6dN1RFCHNeSvg4fPpyoaZq/rX5G1R6Eh4fbAJS3NtbmdOR9dKEcACgvL0dZWdm4Zuod2RU0PDy8WFVVZ8MKUkp54MCBVVu3br177969Y2tqaqKCgoI2AsDixYuNFRUVf22qYyll5Y4dO/6bmZl5aUFBwQCz2TzVYDC4ampqsGTJkuMAnNWeG6Sez2QyHbsSERERdZoLhglMjgU8ErjoazdW5XlHfjlcEv9Z48Hc9d7HT5yiwNREwmqI5oJ41oXrfmg83fH4/gKXjfS2ue5HD77f4/2s1O2ReH+rBw8u9z6+d4JATIP10nYUS5z5uRslduC0eODrCxWYjR33GXWw0YUbxna3z7yJqDvhSLOO8S2ANAAjNE07TlXVzU3UudT3rwfAgtZeQKeNAN4wGAxz3G63+ZtvvgkcM2bMfwDccqxGQoihf/vb30IeffTRDACQUgYAgG/KYqOElxAiyGg0/sHlch0zoE2bNlkmTZo0HcDPTfRzkZQSQggMGTLk91ZsAnDksyWPx+N37+2OvI8u9GvtwaZNm6ZrmhaqqmqjZKLBYLjc7XZDURQMGTJkRUs6llKWCCGeAPCV2+3GoUOHxraknd1uXxYQEPAzgHMKCgoAb7LzhxbdDfVKU6ZMOXYlIiIi6jRCCHx+vgFTPnEjuww46SM3ggMAuxtw+eYD3JoicPO4to25ePNMBVmlbqwrAM790oMgowduCTh8ObZZQwWeOKVx3/9M9+CQb4GZTYVA4pv+1yD7ywlKo500jyUlJQVDjApe3uBGz98SgIg6A0eadYz3AdSuF/ZUw5Oapg2Bby0sAF+qqnqoi+JqFyllicfjuQMASkpK8Nprr6l/+9vf/qFpmt+PY8LDw68wmUxbAwMDjzwPRqPxAABs3rwZAM5r2MZisbzicrkab33ThHXr1iEzM/NFTdPqre8mhEg0GAwPAMCYMWMQGRnZaOpkM46sMVdeXh7rr1JH3kdXkVKuNZlMuwDgu+++MxcWFs5tWEcIMU5KeTvgHUUXGhr6eu25wYMHp2qaFu+vfyHEkUUgrFZroa/MesEFF5xUZzOBhm0URVGG+9oAbVjjj3qXrKwsvUMgIiLq8+JDBDb+yYBHJguMigBcEggxedc7m3+egtfO8PvZ8jGFmgVWXmnAM2kKUqIBIQCzATgxFnjjDAXfXKTA2MQaZZ46mawSO1BQ5f+r0tn6tFdoaCiG9RM4L6nnjTazWAKPXYmI2o0jzTqAqqoFmqY9BW/C7DxN0z7xHR+Ed8rmiwCs8K4v1eQUtu7K4/G8HRwcPMFms92WnZ2NZ5555uETTzzx+iVLlrxnMBi+KywsPFhUVDS4oqLi7KKioivKysoG+poe+c3jdrv/C+CvO3bswFtvvfXmqlWrRtTU1Mxfs2ZNbElJyWN2u/2kAQMGyIMHDx7zt1VYWJj7jTfeGHnWWWdtXb9+/UM7d+7cvHfv3plBQUFPVFVVWQwGA2bNmrURwOetuM3dBoOh2u12B/7yyy8D77zzzv8LCAh4d+fOnYVWq1VOnz7dpaqqpyPvo7327t0bPWPGjBubqzNu3Lg9zz333BKn03mzEGJJSUmJePHFF6/fvHlzUlhY2N83btx48NChQ5eazeYHHQ6HwWKx4JxzzlmoquqPtX0UFBS8/sQTT0z+5JNPtkVERPwvKCjo5+Li4tz8/PyBxcXFVyuKcqPb7cbQoUMxYMCA93zNor/99ttfs7Oza77++uul4eHh/1MU5ffdu3fbKysrj4+Jibn/0KFDwwFg/PjxdnCUWZ+XnZ2NpKQkvcMgIiLq80LNAk+lGfBUWuva5ajHfltpMgg8OFngwcktH7cx72wD5p3dulhaY8WKFZgxYwbumSDwTVbPGmsWHR2ldwhEfQKTZh3naQBJAG4AcLnvq65KAJerqrqzqwNrr8rKytuDg4MzXS7Xv6urq81LliwZAOBB31c9RqMRp556aqnZbH6ltszj8TxjsViusNvtSWvWrAlYs2bNIwAeqT2fmprqMZlM2sGDB289ViyXXXbZlnnz5g353//+NxTA/LrnFEXBVVddlZ+YmHhOK6ZmQkrpCggIeBXAnzdv3ozNmzf/HcDfASAyMhLTp09/AsCcjryP9nr33XeHAniruTrDhg2rAmCVUi6zWCw31dTUvFVQUCA++eSTKQAW1q0bFBSE66+/fu3AgQMvadhPXl4e8vLyRgMYjTr3WysqKgqXX375FwDerC2TUiqbN282b968+Sz4WbPsxBNPdE2ZMuUPqqoebsEtExERERF1iqmDBFKigYwe9Ffp4cOFAPrrHQZRr8ekWQfxJWlu1DRtAbzrfo0HEArv7po/AXhWVdUeOwepsrLyJSHEe4MHD37Q7XZfXllZOaiqqsokpYTVapX9+/evGjRoUOb48eNfGjZs2Eeqqh5Z2EtKWSmEOD4mJuYFh8NxWWVlpdVisSAmJsYxduzY9TNnzrzjjjvuSAFwzGRTbGys3eFwjIqNjX3VZrPNrKqqCgwMDMSQIUMqTj311E9TU1PvVVW11btmulyuByIjI8sVRZldXl4e5XQ6hZT1824deR9dzW63vyOEWBEfH/9yZWXlqTabLUhRFERERLiTkpL2nXbaaf8aPHjwGw2TjYqiXDFy5MjbqqurZ1VVVSXYbLZAh8OhBAYGIiYmxp6UlLR92rRpjz3yyCPf1mm2Ly4ubmZwcPCNlZWVp1RXV0dVVlYGSClFaGioHDhwYNlxxx238LTTTvuzqqr7u/ipICIiIiKqRwiBeyYouP7HnrOhu91erXcIRH1Co8QAUXcjhJgKYAkAzJkzZ/Xjjz9+oq4BUXfCF7BeoLy8HKGhoXqHQURERH1MZmYmkpOTAXh3Ch2suY9sPNDdXRCVi/9dN0TvMIi6gq6LDnIjACIiIiIiIupzahNmAGA2CtyeyrfHRFQfXxWIiEhX6enpeodAREREfdDq1avrPb4tRcDU9k1Cu9SgQYP0DoGoT2DSjIiIiIiIiPqcioqKeo9jrAJXJes6E6zFKitbvYwzEbUBk2ZEREREREREAO6Z0DPeIpeUlOgdAlGf0DNeEYiIqNdKTEzUOwQiIiLqg0wmU6OycdECpw/uGaPNiKjzcfdMIurJ+AJGRERERB1qQZYH533l0TuMZnH3TOpDuHsmERH1XcuXL9c7BCIiIuqDsrKymiw/Z6jA8H5dHEwrRUVF6R0CUZ/ApBkREenK6XTqHQIRERH1QdnZ2U2WK0Lg7vHd+61yU1NLiajjde9XAiIiIiIiIqIudu0YgXCz3lH4l5eXp3cIRH0Ck2ZERKSrkJAQvUMgIiIiqifYJHDzOG4IQNTXMWlGRES6mjx5st4hEBERUR80adKkZs/PPl6BgXkzoj6NSTMiItJVZmam3iEQERERNTI4VOCSEd0za2a1BusdAlGfwKQZERHp6sCBA3qHQERERH1Qenr6MevcM6F7vmWOiOjm23sS9RLd8xWAiIiIiIiISGcnxQlMjtU7isYOHizQOwSiPoFJMyIiIiIiIiI/uuNos5oap94hEPUJRr0DICKivi0tLU3vEIiIiKgPSkxMbFG9S4YLXDJcoMrVyQG1QkJNld4hEPUJQkqpdwxERG3FF7Be4PDhw4iOjtY7DCIiIqIeY/ny5ZgyZYreYRB1BV134+h+40yJiKhPycjI0DsEIiIioh6FCTOirsGkGREREREREVEPkpWVpXcIRH0Ck2ZEREREREREPUh2drbeIRD1CUyaERGRrkaNGqV3CERERERERI0waUZERLqKj4/XOwQiIiIiIqJGmDQjIiJdLVq0SO8QiIiIiHqUSZMm6R0CUZ/ApBkREREREREREVEDTJoRERERERER9SDp6el6h0DUJzBpRkREuoqKitI7BCIiIiIiokaMegdARER9W2pqqt4hEBEREfVKuRUSxXa9owCGhAKhZqF3GEStxqQZERHpauPGjUycEREREbVCYmLiMet4pMTUT93IKu38eI7lu4sVnDOUSTPqeTg9k4iIdFVYWKh3CEREREQ9SlJS0jHrLMiS3SJhRtSTMWlGRERERERE1IMsX778mHXmrpNdEAlR78akGREREREREVEP4nQ6mz2fcUhiyX4mzYjai0kzIiLS1YwZM/QOgYiIiKhXmbvOo3cIRL0Ck2ZERKSr3NxcvUMgIiIi6lFCQkL8niuwSXy0naPMiDoCk2ZERKSr7du36x0CERERUY8yefJkv+de2+iB092FwRD1YkyaEREREREREfUgmZmZTZbbXRKvZXCUGVFHYdKMiIiIiIiIqAc5cOBAk+UfZ0ocquriYIh6MSbNiIhIVykpKXqHQERERNTjSSkxdz03ACDqSEyaERGRrkJDQ/UOgYiIiKjHW7JfYtNhvaMg6l2YNCMiIl2tWLFC7xCIiIiIepS0tLRGZXPXcS0zoo7GpBkRERERERFRD1JeXl7v8a4SiQVZTJoRdTQmzYiIiIiIiIh6kIyMjHqPX1zvAVNmRB2PSTMiItLVwIED9Q6BiIiIqMcqtUu8u4UpM6LOwKQZERHpKjk5We8QiIiIiHqstzZL2Gr0joKod2LSjIiIdLV69Wq9QyAiIiLqUUaNGgUAcHkkXlrv0Tkaot7LqHcARETUt1VUVOgdAhEREfVg5Q6Jf63x4IudEnvLgUAjkBojcFuKwKUj2zdOxOmWmLtO4qNMD3aXAkYFSI4Arh+r4OZxAkKIRm2klFiRC3yb5cGvByR2lAAVTqCfGUiJEbgqWeBPYwSUJtq2VHx8PADgq10S+/inFFGnYdKsB9E0LQdAQiuaXK+q6rzOiaZjmM3m9U6n8/iBAwfiscce+7Oqqs81VU8IcR+A/wDAhAkToKrquaqqft9UXYPBMM/j8VwbEBCA5557bt7s2bOv78RbaBjnHACPR0ZG4h//+McTqqrO6aLrSgC49tprMW/evLb/9iUiIiIi6kFyKySmfOJGdpn3cXAAUO4EFu+TWLxP4rZ9Eq+eYWhT3+UOidPnu7GuwPs4yAhUu4BV+cCqfA++zRL46kIFRqX+n9//WC3xf78eHf1lEECwCThcDSzaK7For8Q7W4AFFxkQam7bn+6LFi3CjBkzMHcdR5kRdSZOz+zdNusdwLE4nc6FAJCXl4fy8vJp/uoZjcbTa4+zsrIA4FR/dQ0Gw3QASExMhMlkWtZx0RJRZzCZTHqHQERERD2QlBKXfuNNmA0JBX77owEVdxtRcZcB/5qiQBHAaxkSb25qW2Lp5p89WFcARFiAby9SUHm3AVV3GzBvpgKLEViwR+Lx3xr3XeOWiLAA904Q+P1KA+z3GlB6pxFFdxjw+EkCBgGsyAVu+ql9Ca/0fImVee3qgoiOgUmznmU0gJBmvkIBHPDVzVRVdZ0eQbbSCsD7C2/Pnj1+E2HwJcmMRiNKS0uRl5c3o6lKQoj+NTU18QAwbNiwI/0TUfc1ZcoUvUMgIiKiHujr3RKr8wFFAF9daMDJA72jtixGgfsnKbhrvPfxY7954HS3bnfJDQUS83d427w7U8GsJAVCCBgUgWvHKngmzftW+vl1Eods9fu+aLiC7JsNeG6aASfGiSMj0SICBeacYsCjJ3nbfrZTYm9Z23e95Cgzos7H6Zk9iKqqVc2d1zTtNAADfQ8/6PyIOsRvACQAkZ2dHa5p2ghVVXfWrSCEGAkgLDg4GDExMTl79uwZkpOTk6ppmklVVWeD/o4k3hITE4tVVc3q/FsgovbIyspCUlKS3mEQERFRD/NhpjfhNCNBIDWm8TTHv0xU8MI6Nw7avNM1Zya2fCrkR5nehNTICOD8YY3HmqjjBB5fCZQ5gC93SdyaerTvlCZiqeu6MQJzVnqP1xVIJIS1foqmO3gAPtvU9oQbEbUMR5r1Ltf4/pUA/qtnIC0lpSwxmUy7AWD37t0AkNZEtTQASEpKQmBg4BIAyMrKCgBwQhN1TwUARVEwdOjQpZ0RMxF1rOzsbL1DICIioh5oyX5v0uisIU0nnQaGCIyJ8h4v3te6BFNt32cmNN13YIBAmm9kW2v7jgw8etzKAXBHLHUmw8WBZkSdjkmzXkLTNAuAS30Pl6qqul/PeFqjpqbmFwDYu3cvnE5no3laiqJMAbxJM4fDMR84kmBrNJ3TZDLNALy7yQQHBy+pe04IYYiOjr4nLi4ux2q1uoxGowwLC/OMGTOm4oorrvhG07QmN1kQQkwVQkghhHziiSdWCSGi4+LiPo6IiKgwmUweIYR89tlnv2vJvQohTMHBwT8JIWRAQIC84YYbsjVNG9CgjoiMjLx+0KBB20JDQx0BAQEyJCREDhw40HHCCSfkXnvtta9qmta/Jdfz9WcZMmTInxITE1dERUWVm81mT+29jx49uuKyyy77XtO0Yc20V6Kjo2fHxcVlBwcH1xgMBhkUFCSjo6Ndo0aNKj/jjDN+e+SRR65pol3/+Pj4D6Ojo0ssFsuRa8bFxTkmTpyYf+GFF36sadqolt4HEREREVGtQzaJomrv8ZhI//VGR3oTW9uKWt63lBLbi319R/kfBTbad91tRa3LfC3bf7T+2Gb696eqRuLV9TWtbkdErcfpmb3H+QDCfMfv6xlIa0kplwO4taamBnv27Dm94XmDwXC6x+NBQkLC/i+//PIXRVGcBQUFppKSktMB/LO2nhDCKoQYDQDDhw8H6qxnJoToZ7VaVxQWFo6p23d5ebnYtm1b8LZt287bs2fPOdXV1Vfefffd8/3FeuDAgUCz2bwrPz8/zF8df4QQVqvVuthms00ym824/vrrtx5//PGnqqpaWqdOdHBw8JLi4uIxxcXFR9pWVlaisrLSlJeXNzA7O/u2U0455RCAOS289NN79+69p2FheXm5KC8vD87MzDx779692z0ez8W33nrrNw1iNgYFBS0uLCysNwKwuroa1dXVhsLCwpAdO3acnJSUlIo6U4KFEMcFBASsOnDgQFAT1zTl5+cP2LZt2xXnnHNOAYBGsRERERERNSffdvQ4Lth/4ikuuLZ+yxNb5U7AVlO/fdN9CwCyXizH4pESj6/0DhE7MRZIjmx90uz9rRLlLr6VJ+oK/EnrPWpH+lQD+KKtnWiaZgRgaUccnmOtvdaEI8mtnJyceE3TBqiqehAAhBCxAAYGBARg6NChi6WUNWazeaPT6Zy0Z8+ekzVNE6qq1v4GPFFKqQDA0KFDq+DbPVQIISwWywKbzTZGCIG0tLSqpKSkp20221cbN25MKCkpeeLw4cMT16xZYwgODv44MDAwW1XVNU0FOn/+/LEBAQHK2WefvTMqKurxvXv3bszOzj7F5XLlNneDQoh+QUFBv9lstmSr1Yqbbrpp1ejRo6fXfa68YVp+raysHCGEwOTJk6uHDh36htls/mT37t0lJSUl46urq6+orKxMA+BqxfNbNnHixIMDBgxYajAYlgYHB2/bu3dvcVVV1ZhDhw7dmJeXd0Z6erohISFhvqIow1RVrXsv11dVVaUBQFpaWnVCQsLzHo/n28OHDx86fPjwYKfTeWZJScnFLper3qhVk8n0ntPpDAoJCcH06dO3hYaG/ltKuXbXrl011dXVKdXV1ReUlJScAaCyFfdBvdSkSZP0DoGIiIh6GFudgVaBzbyrDfKdq2y4EnJH9B3g67sVg74e/dW7I6dRAV443dDyhj4eKfHCes7LJOoqTJr1ApqmRQOY6Xv4P1VVK9rR3dUA3m1H+70AhrSmgZQy12QyHaypqRlQZ9rl577TpwJAQkICTCbTCgBwOp2/AJiUnZ0dPGHChDEAttStCwBDhw5dqapq7W+Ti+12+8kAcN555znPPffc4+tsNrBVCPGDxWL52m63n7d06VLlpJNOehNAalOxVlVVKX/+859XJSYmpqmqWpu42t7c/Qkh4oKCgn6vqqoaHB4ejptvvvnHYcOGXdBwEwMhxP12u30EAPzxj38sOe2001IaTLPdCeATIUSrfm6llHPQ9Ki0rQDmGwyGWwC8vmjRIvPpp59+K4D/q61gMBjOc7vdSE1NxdVXX32Fqqp1R6LtAbAUwCMN7iMUwPEAcOWVV5aOHz8+VVXVun9K7ADgdzQfEREREfVef1vpwd9+b1vS58FJAk+ltT7R1F18nOnB06u9n/c/naZgUmzrR5n9lH106igRdT6uadY7XIGjCdAeNTWzltvt/gXw7qLn8XjqrlV2KgAMGzYMAH71lf0GNF7XLCAgYDoA9O/fHxEREb/UKb8VACIjI3HWWWc923B3TimltNvtNwsh3FJKrFmzJkXTtHrTOGudcsopSExMnF0nYdYsIUSSxWLJqKqqGhwTE4M77rjj42HDhp3bRMJMGAyGewFg7NixOO20027xty6dlNLV0uu3hMfj+QAASkpKcODAgXMbxGUEgPDwcADIa2GXR/6SCQkJKWqQMOtQeXl5yMtrHBbLe1Z5enp6t4qH5SxnOctZznKWd155WXkF3BJt/qplKz185Li6zl/GDa9b5TtnRk2L47QGHD2udvmvX+X7Kzc44NjPw3dZHlz7gwcSwF3jBa4ceLBNz2fDeHqKoqLibvV9yPKeVa4nISW3qe3pNE1bDWASgIMA4lVVdescUqsJIVQAbwDAQw89tO3pp58eAwBms3mb0+lMvvXWW8tfe+21MF/dfgCKDAaDePbZZz+95557rhBCGBRFqfR4PJZTTz0V11xzzamqqv7mS0ZVut3uoNNPPx2XX375eFVVNzQVg8lkWlFTU3NqYmIiHnroodtUVX3dd72pAJYAwG233Vb26quvhjdzH3MAPB4ZGYkrrrjitbfeeutqh8MREh8fj5tuuumVxx9/fLafdkdGzN1www32yZMnh7QmMSaEkABw7bXXYt68eY0+shJC9B80aNBTTqfzvPLy8iiHw6F4PI0/4bv11lsrXnvttdA67Z4A8JjJZMIll1yye9y4cVc89NBD644Vj2/kYP/ExEScffbZb6WkpDygqmpJS++nFfgC1gssWrQIM2bM0DsMIiIi6kEOV0nEvOp92/PjJQrOSmx6PMjl37oxf4fEuUMFFlzcslFqUkqEvOiGrQZ4/QwFt6Q03feDy9z41xqJMZHAluv9Twb5Za8Hs77ywO4Crh8r8PZZCoRo/SgzAHB7JIa95UZOeZua6+a7ixWcM5RjdqhN2vbD0kH4XdvDaZo2At6EGQB81BMTZj5H1jXbu3fvKE3TgoUQIU6nc6QQAomJib/VnpdSlphMpmy3243s7OypvuLjPR6PBQCSkpJqANSuSRbmdruDACA2NhYAtvkLoKamZj0A+BbgH9xUnYiIiL0tuRmbzYZ33nnnFofDEZKUlITbbrvtcX8JM5+k2oPY2NidHTmSTAhxmslkytm/f/+NBQUFMdXV1U0mzADA4XBYGxQ9bzKZCp1OJz7++ONhTzzxxNrk5GTbaaedtubKK6984uWXX45rqp+amprZAJCdnY1XX331pr/+9a/F48ePL5g5c+aCu+6660pN08wddX9ERERE1PdEBwlEBXqPtzazM2btzpajm9lhsyEhBJIjfH0X+v+MtnZHztHNLOb/a67E+b6E2WUjBd48s+0JMwAwKAJ3jefbeKKuwjXNer5r6hx/4LdWC+m0EQAAbDcYDOVutzs0KytLmTp16knwZpSVAQMGIDw8fEndyjU1NYsBDM3Jyemvadog1JmmOWTIkA11pj8e2e/GZDK5VVV1NBNDBQDY7XYACGmqQkBAQHVLbsbtdsPtdisAYDabYbFYCo7R5Mj1LBZLh31uJIQINxqNC5xOpyU0NBQnn3zy7pCQkLfNZvOvDodjv81ms7vdbvHTTz/lA4DH46n3G1hKWSqEOK5///5vlJaWnmO3243bt28P2r59+0QAExcuXPjYihUrNkyfPv1yVVV31Wn3eVBQ0FnBwcGvFRYWDi0sLERhYWEMgHN//vnnc0ePHj1vx44db4wcOfLPDaeqUt+TmJiodwhERETUA00bJPDZTomFORL3TWx8/kCFxNZC7/H0wa1LVE0bLLC2QGLh3qaTZnaXxIoD3nPTE5ruOz1f4twv3ahyAeclCfz3HAUGpf2DZm44TuCvy12o9vDtPFFn409ZD6ZpmoB34X4A2Kyq6sYO6LbLNwIAvOuKBQQErABw7q5duwAgDb5hmElJSYBvHbM69X8FcFNtXYPBMNXtdiM8PBxxcXEL61Q9sjuj0+k0aJpmbiZxFgwAFosF8CXQ2io0NBSnnHLKFwsWLLh427Zt4p133nldCOG699573/bT5Mj17HZ7qJ86bXGpy+UKVhQFd95557rBgwdPqrNBAgBvYq25DqSUBwFcIIQwJiQkTLNarX8oLy+flp+fn1RYWCjmz59/PIANAJLrrsNWVVX1M4AkIUREcnLyZW63e1ZhYeHJxcXF/bZu3RqQk5Mz+/777x8C4LwOvF/qgXw/40REREStcmWyN2n2816JjEMSKTH1E1LPrfWuIRZr9SbBWuOPoxT8e40b24uBBVkezEqqP7rrzU0SZQ7v7poXDWvcd8YhiZlfuFHuBM5IEPjsPAUBho6ZZRZmFjgr4iD+VxjfIf0RkX8c19mznYqjCap2jzLTm8vlWgx4F6Q/ePDgdJPJNB04Mt1ybYPqvwHe6X8ulytNCDEFAIYPHw7UmeoJoMxgMNgAID8/HwCS/V0/ICBgPABEREQA3uRfu5x77rlbFEW5Sgght27dinffffetuXPnXuun+u7ag4MHD47wjfjrCOMAYODAgRg8ePAHDRNmPmNb0pGU0pWTk7Nw69at6v79+4e73e5BgYGBBwDgxx9/tHo8niann0opi7dt2/b6jh07ZhUVFUUEBQVdLYSQNpsNK1eunKVpmt//E+obli9frncIRERE1ANdMExgcizgkcBFX7uxKs878svhkvjPGg/mrvc+fuIUBaYmElZDNBfEsy5c90PjFW6O7y9w2Uhvm+t+9OD7Pd4/o90eife3evDgcu/jeycIxFjr972jWOLMz90osQOnxQNfX6jAbOzYZZkeTgvRd6Enoj6CI816ttqpmR4AH3ZEh6qqzgMwryP6aoPa3TGRlZU10eXyLuuVkJCQ0XAKn5Ryd0BAQKndbg9fvXr1OS6Xqx8ADBs2zANgZZ160mQyrXS73WdkZGTgkksuuRTAxoYXFkLECCFO9vVRL5b2qKmp+dhkMhldLtf7mzdvxrx5894VQrjvvvvu/zaommk0GotdLldEenq6ZdKkSRcC+LwDQjADgG8NsyZXPjUajX+qfa5bQ0p5QAjxLIDny8vLUVFRcVxL2tlstg/NZvNjTqdzREFBAQCMApDZ6gCo13A6OUOXiIiIWk8Igc/PN2DKJ25klwEnfeRGcABgdwMu30fFt6YI3DyubWNF3jxTQVapG+sKgHO/9CDI6IFbAg5fjm3WUIEnTmnc9z/TPTjkW7BmUyGQ+Kb/Zaf/coKCv5zQ+vhS4oNx/jCBr3dzXyyizsSRZj2UbyH1P/ge/qKqavfal7Vt1iuK4gCAJUuWmDwejyk0NBQDBw5c5Kf+r766RxbtT0hI2K6qar2plTU1Na8DQFFREX7++ee/aJo2rGFHFovlDSmlQQiBE044IUNV1a0ddVNOp/ODgICA64UQyMjIEO+99977L7300uV160gppdvtfh4ANm/ejBUrVryuadrApvoTQhhbMRItGwAOHjyI3NzcPzQ8KYQ4xe123+iv8bhx407UNM3vsqkGg2EEABiNRlit1gJfn1E33njjCZqmNfn6IoSweDyeAQBgtVoBoJmlW4mIiIiI/IsPEdj4JwMemSwwKgJwSSDE5F3vbP55Cl47o2U7ZjYl1Cyw8koDnklTkBINCAGYDcCJscAbZyj45iIFxibWKPPUyWOV2IGCKv9flc62Jb1WrFiBeyfw7TxRZ+NIs57rPADhvuMePzUT8E7/M5lMazwez6n793uXxvKN+vqtqfoul2spgFm1dYOCgpCQkLCwiapfmc3m3x0Ox0nffPONuaSkZGN6evo/Kisr/7dhw4bBJSUlT9jt9kkAMHXqVE9CQoLa0ffmcDjmmc3mAKfTqW3YsEEoivKxEMI9e/bsI6PJpJT/tlgs19jt9hEffvhhZFZW1s4VK1a8bjKZPtm1a1dJSUlJanV19eX9+/efBmAugCdbcOkvAfzD7XYLTdNO3LNnz2Kz2fxURkZGcWFh4XUBAQG3R0VFKb6pq41s3779q2eeeSbms88+29CvX7//mc3mxfn5+QXFxcVJRUVFN7nd7j8AwPHHHw+j0fiJr9nY9957b9GGDRuqv/nmm4VhYWFfK4qydseOHaisrDwpIiLiweLi4lAASE1NPQTg97Y/s9QbhIQ0ue8GERERUYuEmgWeSjPgqbTWtctRj/122GQQeHCywIOTW56gmne2AfPObl0sbTElHkiNATYe6vxrEfVVTJr1XLVTM23wJkZ6hZqamkWosxNmUlKShJ+kWcPypKQkKIqyomElKaUUQsyyWq3LbTbbmOXLl1uXL1/+FICn6tY74YQT3BdccMGVqqqmt/9OGnM4HG9aLBaDw+F4bd26dUII8SmAS2fPnv2VL06HECLNarUus9lso37//feg33///T4A99XtJzIyEmjhz66UcqfFYnnS4XA8WlBQgA8//HAagGm158PCwnDNNdcs/Ne//nWGny5Edna2kp2dPQHABAB/b1hh8ODBOP/8859VVfWn2jK3223YsGFD8IYNGy4CcFGjToXAWWedVZWSknKeqqo1LbkX6r0mT56sdwhEREREPY4QAvdOUHDtD00tW0xEHYFJsx7IN12u9rOLL1VVtekZTwerl/RKSEjIVlW1xE/d9UKIGillAHBkE4Am1yKTUhYLIVKioqLuNhqNd5eXlw90OBwGq9Uq4+Pjbccdd9yS008//U5VVdu9AUBz7Hb76xaLxehwOF5au3atoijK54qiXHj77bd/64vzkBBiTGRkpGo2m/9cVlY2xG63G4OCghAaGupMSEjIGzly5EcAXmrFNR8LCwvbaTabny4rKxsIQISHh3uGDx+eP2XKlGeHDBnyArzr4jUSHBx8RkxMzC1VVVVnVlVVxdtsNovT6RRWqxUDBgyoGjFixIbp06c/cO+9966s02zl4MGD/2A2m6+tqKiYVF1d3c9mswUIIRAeHu6Jj48vOv7447+aPHnyI6qqcmomITMzE8nJ3A+CiIiIqKUGDvSu5HL5SIEHlnmnehJRxxNScuFAIuqx+ALWCyxatAgzZszQOwwiIiKiHunvv3vw2G/de7TZdxcrOGco12CjNtF1o1h+1xIRERERERH1IKtXrz5yfMs4AXPb9zsgomYwaUZERERERETUg1RUVBw5jrEKXJWs62Acol6LSTMiItJVWlort7oiIiIionrumcC39kSdgT9ZRESkq/Lycr1DICIiIupRTCZTvcfHRQtMH8zRZkQdjUkzIiLSVUZGht4hEBEREfUoU6ZMaVR27wQmzYg6GpNmRERERERERD1IVlZWo7KzhwqM6KdDMES9GJNmRERERERERD1IdnZ2ozJFCNw9nm/xiToSf6KIiEhXo0aN0jsEIiIiol7hT2MEws16R0HUezBpRkREuoqPj9c7BCIiIqJeIdgkoI7j2mZEHYVJMyIi0tWiRYv0DoGIiIioR5k0aZLfc3ccr8DAvBlRh2DSjIiIiIiIiKiXGBwqcMkIZs2IOgKTZkREREREREQ9SHp6erPn753At/pEHYE/SUREpKuoqCi9QyAiIiLqVU6ME5gcq3cURD0fk2ZERKSr1NRUvUMgIiIi6nU42oyo/fhTREREutq4caPeIRARERH1KImJicesc/FwgfjgLgiGqBcz6h0AERH1bYWFhXqHQERERNSjJCUlHbNOgEHgx0sNyLfJLojIv/XrN2DSgPG6xkDUVkyaEREREREREfVCY6IExkTpu5Omaa8NUUHczZN6Jk7PJCIiIiIiIqJOMWXKFL1DIGozIaW+QzWJiNqBL2BERERERN1YVlZWi6aTEvmh6zBFjjQjIiJd5ebm6h0CEREREXWS7OxsvUMgajMmzYiISFfbt2/XOwQiIiIiIqJGmDQjIiIiIiIiIiJqgEkzIiIiIiIiIuoUkyZN0jsEojZj0oyIiHSVkpKidwhERERERESNMGlGRES6Cg0N1TsEIiIiIuok6enpeodA1GZMmhERka5WrFihdwhERERERESNGPUOgIiIiIiIiIj6thq3xOxfPHC4O67Pu8YrGN9fdFyH1OcwaUZEREREREREnSIxMbFF9b7cJaFtkh167QuHSSbNqF04PZOIiHQ1cOBAvUMgIiIiok6SlJTUonrPr/N0ciRErcekGRER6So5OVnvEIiIiIiokyxfvvyYdVblSazO74JgiFqJSTMiItLV6tWr9Q6BiIiIiDqJ0+k8Zh2OMqPuikkzIiLSVUVFhd4hEBEREZFO9pVLfLGzY9cyI+ooTJoRERERERERUacICQlp9vwrGzxwM2dG3RSTZkREpCuTyaR3CERERETUSSZPnuz3XKWz43fMJOpITJoREZGupkyZoncIRERERNRJMjMz/Z57f6tEqaMLgyFqJSbNiIhIV1lZWXqHQERERESd5MCBA02We6TE3PXcAIC6NybNiIhIV9nZ2XqHQERERERd7Ic9ErtK9I6CqHlMmhERERERERFRl3p+Hdcyo+6PSTMiIiIiIiIi6hRpaWmNyjYflvhlH5Nm1P0xaUZERLqaNGmS3iEQERERUScpLy9vVDZ3Hdcyo56BSTMiIiIiIiIi6hQZGRn1Hh+ySXyYyVFm1DMwaUZERLpKT0/XOwQiIiIi6iJvbJJwuPWOgqhlmDQjIiIiIiIiok7ncEm8soFTM6nnMOodABEREREREVFfUe6Q+NcaD77YKbG3HAg0AqkxArelCFw6sn3jWpxuibnrJD7K9GB3KWBUgOQI4PqxCm4eJyCEaLLdrhKJFbkSaw9KrDkosakQcLqBybHAqqvalzYYNWrUkeNPd0gUVLWrO6Iu1WlJM03ThgHYDMDiK7peVdV5x2gTAuBeAJcCSATgBrATwEcAXlFVtaaz4u0sf/7zn+Vzzz1X+/B6KeU8f3U1TRuycuXK7Pfee6+2aJqUcmnnRkjUsZ588sncRx99dKDvIb+H6ZgSExP1DoGIiIioS+RWSEz5xI3sMu/j4ACg3Aks3iexeJ/EbfskXj3D0Ka+yx0Sp893Y12B93GQEah2AavygVX5HnybJfDVhQqMSuPE2f3LPPh6d+esMxYfHw8AkFLieW4AQD1MZ07PfA1HE2bHpGlaIoCNAJ4AcByAYABhAE4A8DyA3zVN69fxYRIRkZ6SkpL0DoGIiIio00kpcek33oTZkFDgtz8aUHG3ERV3GfCvKQoUAbyWIfHmprYllm7+2YN1BUCEBfj2IgWVdxtQdbcB82YqsBiBBXskHv+t6b4Nwjsi7U+jBV48XcE1o5sekdYWixYtAgAszwU2Huqwbom6RKckzTRNuxrADADZLaxvAvAtgKEAqgHcCSAe3tFmcwB4AEwA8GknhEtERDpavny53iEQERERdbqvd0uszgcUAXx1oQEnD/QmpixGgfsnKbhrvPfxY7954HS3btTXhgKJ+Tu8bd6dqWBWkgIhBAyKwLVjFTyT5n3r//w6iUO2xn3PP0/BthuMeO8cA+4cr2BoWHvutGkcZUY9UYcnzXyjwf4D79TKe1vYTAUwxnd8raqqL6uqekBV1RxVVZ8A8LDv3Bmapp3bsRETEZGenE6n3iEQERERdboPM73JqhkJAqkxjUdy/WWiAgHgoM07XbM1Psr0JqRGRgDnD2v8Nl8dJxBm9k7X/HJX474NTUzZ7EhZpRLfdNL0T6LO1Bkjzf4NIAbASwAyWtjmNt+/G1RV/ayJ888DONygLhEREREREVGPsGS/N2l01pCmE1QDQwTGRHmPW5s0q+37zISm+w4MEEjzjWxrbd/tFRUVhRfXe8CUGfVEHZo00zTtVAA3AMgH8HgL2wwFMNr38POm6vg2APja93C6pmlB7Qy1R9M0bdj111//dUpKSkW/fv08RqNRBgUFuWJiYvaFh4c/IIQIaKrdk08+mSuEkL6vqX76vu7kk0+urbO0wbmp5513nhRCSIPBkKtpWvSdd945b8KECWUREREeo9EoDQbD5jr1U6+88sqFY8aMqQwPD/cYjUZpsVg8ERER9ri4uOzBgwe/KIQY1Mp7nxcVFVUb35zXXntt6kUXXbRxyJAhzqCgIGk2m91RUVG5Vqv1DuFvaxif1157bfKll166dMyYMbawsLAjz2P//v2zQkJCbhFCNPr50DRtyHXXXVd7falpmvWBBx547sQTTyyMioryBAQESEVRKlpwHzNnzpxZ+1yua+J83f8HKYS4sWGduXPnphsMhtrzs5roY5Cqqv+dMGFCcVRUlMdkMkmLxeKOjIw8HBkZ+R8hRMgxYmxX+2b6HXPDDTcUG41GKYSQFovlCyEEd/Ltw0JC2vStRERERNRjHLJJFFV7j8dE+q83OtL7FmZbUcv7llJie7Gv7yj/b4FG+667rahr01eJySl4ZzNTZtQzddgbVU3TAgC8AUAAuE9V1XJN0yJa0HR8nePVzdRbDeAmeDcXGA1gbVtj7cleffXVP82fP//dZcuW1UvoVFdXG6qrqwcB+KfZbL5ZCDFFSpnfWXEYDAZjenr69vfeey/C5XIdKVcUb1iapl3zwQcfvPfrr7/We9V2u93C4XCYAQyBd+26PQDmtiWGsWPHnvDOO+88tnbt2rrXUIqKigYCeNlkMp0rhDhfSumq207TNKWoqOj1d9999+Zdu3bV69P3PA4F8LrFYrlGCDFTSlnpL4bMzMytb7zxRkJ1dfWRsmPk6mr9Nnz4cM9PP/2keDyeVCFEqJSyvM75qTt37qxbfyqAt+vcQ/CePXvGezwewLvm34q6lV999dVrPvvss3eXLl3acOsdxeFwRAG4z2QyXe37PtnRMLj2tvdH07QTFy9evGj+/PlWKSVMJtObDofjFiklf4v2YZMnT9Y7BCIiIqJOlW87ehwX7P/9Qlxwbf2W/3lc7gRsNfXbN923ACDrxdIV/v5jLiprYrv2okQdpCNHdzwAbzJrkaqqn7Si3cg6x3uaqVd3U4GRaGXSTNO0QABt27vXy6mqqq4L72iadtqPP/44b9myZQIAwsPDMyIiIh6bPHlydlhY2EW7d+9+ePHixRaHwzHMaDT+JISYIKWs6YxYDAZDzH//+19YLJbcqKiox5KTk1cnJiZOeu+994o1Teu3detWrTZhFh0dvaJ///4vBgUFbRk9enSA2+2eXFZWdklmZuaIXbt2tfk5zc/PP6eoqAhRUVE/RUREPDNlypRqALevWbPmTxkZGXA6nWcD+DuOrokHAHA6nc9pmnZzTk4OTCaTIzY29g2r1frx8ccfXx4SEnJ2bm7u//3000/hdrv9FIPB8C6AP/iLYd68eYOFEMUJCQl/T0hIWHjccceN+vLLL485ElJV1Yq5c+duUBRlgsfjUQCkAfiu9vzhw4dPLyoqgsFggNvthqIo0xt0ccquXbsMAKAoyia3211We0LTtAu+/PLL95cuXQohhIyNjf02JCTktWHDhmUNHjx4fHFx8ROLFi0aWVRUFGM0Gn8WQoypmxhsb3t/NE0747vvvlvwzTffmAAgICDgGYfD8fCx2lHvl5mZieTkZL3DICIiIuo0tjrvygKbeRce5DtX2Yp3SS3u2zcfqbJT3iE2ze2R+O/e8K67IFEH65CkmaZpSQD+D4ATwOxWNo+qc3zYby2g7ua0zQxo9esHAKe1oV2tJ+DdybPNAgMDQ88999z+/s6PGTMmqu6orYaKi4tf+/777wUABAQELC4tLT2zpKTE7Tu9WdO0b6Kjo9d8/PHHRpfLdRyAGwG83p6Y/bHb7cJoNGY5HI7UioqK2oTJtldeeQWapp2/detWCwAoipJx6NChKQ2abwbwVntj8CWVtMOHD99Sp3j166+/nvH666//JyMjA0KI+4UQL0kp8wBA07QTli5dendOTg4MBkOl0+mckJOTU3dI1zZN0z5OTEzc+tJLL4W73e5LhRCTpJTpTcVQUVFR5na7x+Tk5Bz0FW19+eWXWxR/UFDQ4sGDB0/IyckBvCPJvvPFmLB79+5BADBkyJC8Q4cOxVVUVMQKIZKklFm+5lN37PAO8PJ4PItr+9Q0LXDPnj3v/vLLLwAAKeVlBw4cqDvteZemaV8cd9xxy/75z3+eXFFRMRjA7QD+1RHt/Xn99dcv/eKLLz5ZtGiRAQCMRuNfnE7nf1r0RFGvd+DAASbNiIiIqFv620oP/vZ723Z9fHCSwFNp7Rm30fN9vVuiwBmodxhEbdZRa5q9Bu+0yWdVVW3xVC0fa51jezP1quscNzPotPuqrq5+4fvvvz/o7+vf//73mg8//LDJtpqmnbBmzZpkt9ubI6upqblVSumuW0dV1Y1Tp059NT4+HgCgKIramffjcrke9DPCyFA7287j8eR21vWFEA632/1Aw3JFUeZecskl+4UQkFIaAFxV5/SdS5YsAQC43e6/SSl3Nmyvqmre2LFjnxs58sggyCv9xeB2u5+UUh70d/4Ylg0fPrw25tPrlJ9WOzUzIiJi5YgRI2rLp9YeVFdXT9u7d++Rfuq0/eOyZcv6AYAQ4kcpZaN1AlVVdUVHRz80bdq02mtf04HtG3nllVdu/uCDD+YvWrTI4Ft/7YaamhomzIiIiIio2/NICbdEm79qWeusOl3tf5wEqnzngk0tj7HFfftGmAU3uQJ253h/G1dhoZ6t3SPNNE27EsAZAHIAPNne/jqLqqpT9Y6hnU7NyvIOMlIUZavb7d7lp95n48ePvys3NxcejydFCGGVUnbGrHUJ4Cc/5zbFx8dLAEIIcU5ERMT/lZSUPN/RcUgpF0spyxqWq6rq0TTty4EDB96dm5sLAKfAu6sr8vPzzywu9q6SGRMTk+5v5N/JJ5+cFR8fjx07dkAIcUIzYfzQjltYMWLECM/ChQsbrmt2ZD2zoKCgj+Pi4i5dt24d4FvXTNM06549eybUWc9seZ0+p2/fvh0AYDabl/u7v+jo6P2xsd51BTwez2ghhElK6eyA9vVccsklV7399ts3bdiwAYqiuD0ez6VSyv+17mnyLy8vDwAQFxfH8h5cXnuuu8TDcpaznOUsZznLWV5bPueUOMw5pQP6Dz+6pldepURkTX6T9bMOVwOwINZaf92z5vqXErAGxMBWA+RV+q+fV+lNYEWbXWiYCvDXv9NZg7y8Q21+PmcOEfh6t36Js+LiYuTlObvd9xXLW/9+QS/tSpppmtYPwHO+h3epqlrdXH0/6iZSLAD8rY1Ud0znMddP6qaul1LO83dS07QhK1euzH7vvfeaOp1QVOTdQsXj8WxuqoLP1jrfYAqAgQB2tinaZiiKUux2u5v8f1BVNcvpdL62dOnS2/ft2ydKSkr+bjQa/xYXF5drtVp/Kykpea+oqGhhw5FybbC9uXMDBgxAbm4uFEVJBLyL5x8+fPhIEujQoUNLv//++yYb1y0XQvidUov6a+21iqqq5c8999wmRVFS665rdvjw4emFhYVQFKV82bJl/3v00UeLAETWWdfslJ07dxqBIwnU0to+q6urk0tLvQ/tdvs/vv/++3+0IBQF3inP+e1t3/DEkiVLbiouLobBYHC43e5zpJSLGzdvO38vpizvWeVpaWkwm83dJh6Ws5zlLGc5y1nO8s4ojwoECquBrUXAWRObrp9dZQFwdKfLlvafHOHC2gJga6H0W792R85x/RsPNfPXv8kU0OS5lj4P14wWeGi5B2XOjprk1joRERGIi2t87e7w/cDylpfrqb0jzR4D0B/AN6qqftvGPgrrHEfDf0Isus5xKzbg9eoFGwEEOxyO2uPmkoYVFoul7uOQToqnuam0MJlMs2+55ZadixYtenTt2rWRFRUVIj8/fxCAKwBcYbFYqoKCguZUV1c/246dE5sbuVZZ50147XMQVneXy1aw+DshpWxTh7WCg4N/iY+PT923bx8ATNU0bVNWVtZgAPB4PEuklB5N05aEhIRcWruu2RtvvHFa7a6fHo/nl7r9VVVVhbcxFHNHtG+oqqoKACCEcAMobWPf1MuVl5cjOjr62BWJiIiIerBpgwQ+2ymxMEfivomNzx+okNjqe3c8fbD/HTab7HuwwNoCiYV7m35rZXdJrDjgPTc9oXV9t4fVJHB2+H58ciihy65J1JHamzRL9P17vqZpx0p8vKtp2ru17VRVzfEd110DLRH+R+4k1jlu7bppQDfYCKCd6iaBmlvTrW5yDQAqag+EEC1ZwdJYu25ae6iqKgG88Mgjj7zwyiuvDFm9evUVBQUF5xQUFEzcvn17oN1uDwLwLyFENLw7r7aFtZlzdZ+H2uegssFolqFSyjaPFOsgy0aMGPHnffv21a5rtql2aiaApbX/Dh8+/NL169cDwFS73X66b/MAoP56ZrBYLBV1Ht4gpXwXrdDe9g2dd955q5cvXz65oKAgyGg0LhdCnCql3NiePqn3ycjIwIwZM/QOg4iIiKhTXZnsTZr9vFci45BESkz95NVzaz2QAGKt3iRYa/xxlIJ/r3FjezGwIMuDWUn1R1e9uUmizOHdXfOiYV2XNAOA86Py8HlhAlxt20+BSFf6jJGsb32d48nN1Ks9ZwewrfPC6bZyIiO9Y3QVRRnbTL0xtfOA4V3v6kDtA6PRWHd0mL8tTGLLyhotE9Yud9xxR87777//zE8//TTl9ttvD50zZ86rtQvgA7hXCBHaxq5HNXfu4EHv+vwejycbAFRVLYuMjKx7c0PbeN2OtGLEiBHexck8ntTy8vIZTSXNajcDMBgM0/fs2TPRl9iUqL+eGaxW626r9UgusdX31972DX399dd/nT179g/9+/eHy+WyGo3GFUKI49rbLxERERFRT3PBMIHJsYBHAhd97caqPO+4E4dL4j9rPJi73vv4iVMUmAyNE1tDNBfEsy5c90PjQQ7H9xe4bKS3zXU/evD9Hm+Gyu2ReH+rBw8u9z6+d4JAjLVx3w6XRGHV0a/aDQlcHtQrL3O0fpJQtMmBP4zo2kQdUUdp70ize9H86Ks4AN/5jh8H8I3v+EhWR1XVPZqmbQMwGsClAJ5u2ImmaUYAF/ge/qKqalVrA+0FGwH8OmzYMGRkZMDj8YwRQgyTUu5uol7tiCQoipLhdruPTGEMCQnJMxgMw30Jl+FoYhF7m802s84opg6nqqpL07S/zpgx4/Zdu3ZBSmkEkARgQ2v7EkKcLoQIa7gZgKZpSkFBwcUHDhzJF/5WexAfH/9jaGjo5eXl5QBwGYB60xu7mqqqpc8999wWIcQ4KaWSnp5+9uHDh6EoSrnH49nkq7M1Nze3GECE0WicWWc9s21ut7u4QZcLk5OTL167di0MBsMVQojHpZSt+Uynve3rcTqd7piYmAvuuOOOBS+//PKZhw4dCjYajb8KIU6WUm5ta79ERERERD2NEAKfn2/AlE/cyC4DTvrIjeAAwO7GkVFYt6YI3DyubWNb3jxTQVapG+sKgHO/9CDI6IFbAg5fjm3WUIEnTmm674+3S1z/Y+M/+9cVANGvHk3SnRYPLL2idWmElJQU3ONS8PH29s9oIupq7RpppqpqtqqqG/19of6IsH11zjVcG+w137/jNU27pIlL3QMgpkHdPkVV1bUTJ07MNBgMACCMRuMrQoh6/3+apo1btmzZ7P379wMAPB6PVve80WhMHzRoEADAYDD8SQghGrS/aMGCBSc3mN7ZapqmJUZERDQ3Gi7p8OHDdR+3eo06AJBSmg0Gw78alns8nnu++OKLQVLK2rW0Pqw9J4R4vnYamBDiZiHEOf761zTNMHv27BQhRKy/Oh3Bt64ZAGDx4sXRvntYUjdZNXDgwCUhISFwOBz90tPT4avTVMLvg2nTppUCgNvtHmY0Gp9p7trPPfdcshAiqQPbN6Kqak3//v3Pu+OOO36JioqCy+UKDQgI+FUIkdxcO+o7Ro1qbtAoERERUe8RHyKw8U8GPDJZYFQE4JJAiMm73tn88xS8dkbbl+EONQusvNKAZ9IUpEQDQgBmA3BiLPDGGQq+uUiBUen6EV+hoaGYFCtwUvdb453omNo70qyjaABuBTAGwAeapvUH8D8AAQCuhXfDAQBYqKrqd0320AdERETcds455yz59ttvhcvlOrNfv35rhw4d+tjkyZNz+vXrd+Hu3bsf+eWXX4wAYDQaN7tcrrcbdPHBiSee+JecnBzhdrsn9OvX74dRo0Y9PnXqVLfb7b5p06ZNN69ZswZRUVEoLCxsIoIWuzYiIuLhfv36VURFRS0wmUwLQkNDNycnJwcZDIaZ+fn5D/z0008AAIPBsMblcu1ry0UiIyNRVFSkRkdHD+7Xr9/TU6dOrQZwR3p6+rUZGRkAACnlv6WUdUc2rnY4HM9lZGTcl5WVJYQQCwYOHPhjSEjIW5GRkRnDhw8P8ng8E8vLy8/Pz8+fsWHDBhOAqwB83p4n5BiWjRgx4t79+/ejdodUHJ2aCQAQQiwdPnz4JevXr69bp956Zr77s2ma9qczzjjjm4ULF8Llct0fFRV1TkRExEuhoaErRo8e7TIYDGMqKirOPnz48KxNmzZFwfvzN7sj2vujqqpT07RzZ8+e/eNLL700taioKDwgIGClEGKylHJnc22p96tNGhMRERH1BaFmgafSDHgqrXXtctRjv303GQQenCzw4OTWjY+5bqyC68Z2zupNK1aswIwZM3DvBAW/53FhM+pZukXSzPeG+jwAi+BdR+kV31dd6wBc3tWxdSeqqi5zuVzXlZeXv7ts2TKlpKTk+JKSkm+zs+uvZW82m3c7HI6zpJQ1DdpvrqmpeWbdunUP79q1CyUlJWeVlJSctWPH0X0VUlNTPwsMDPxDO5NmMBgMptLS0sjS0tJr4U18YtWqVfXqmEymg06n849tvUZsbOwPiYmJZ69du3ZmYWHhzNodJev0/4PT6Xy0YTuz2Xz/TTfd5Pnoo4/+snnzZpGXl3c2gLMBYOXKlU1dqrN3TV0+YsQIzy+//FL3t9TSBnWWjhgxArVTb+Fdz6xR0gwAVFX91uVyXaooykc///yzqaioaExRUdHrALBu3bqmmjg7sr0/qqo6NE07e/bs2QtffPHFU0tKSsIDAgJ+9yXOmppqTH3EokWLuBEAERERUS930XCBwSHAvopj1yXqLrrDRgAAvFM9AaTCu/bZZgA2AOUA1gK4D8BJqqqW6BZgN3H77be/f+WVV4667rrrvj3uuOMqw8LCpMFggMVicUdHR+8PCwt70OFwjJZS5jfV/o477njk5ptvvmHGjBn7BwwYII1GIwIDA11RUVFbhRAzbrvttu87IMy5Z5555u0zZ85cMXbs2JIBAwa4rFYrFEVBYGCgOyYmZn9ERMTfnU5nkpQyq60X2bJlS/oNN9ww4/zzz98yePBgl8VigclkkhEREXlBQUGznU7nuVJKV8N2qqp6Hnrooftnz56dfPXVV3+VmppaGhkZKQMCAmAwGBAcHFwzYMCAvCFDhnwUEBAwXkr5TVPX7yiqqpYMHTp0W+1sWUVRygFsalBt67Bhw46sX6YoynYppd9prbfffvsXF198cdydd94598QTT8yLjY11WyyW2v8DT3R0dFFCQsLC8PDwCwH8paPbN3Ov9ri4uDNnz579e79+/VBTUxPhS5x1h00ZiIiIiIiokxgVgTvHd5sUBFGLCClbv/sFkV40TZv3yCOPXOuboviElHKOziGRvvgC1gtwpBkRERFR75WZmYnkZO9yxqV2ifg33LDVHKNRB/nqAgUXDmeirofTdetVfvcQEZGuoqKi9A6BiIiIiDpJbcIMAMItAteP1TUHQtQqTJoREZGuUlNT9Q6BiIiIiDrJ6tWr6z2+a7yi79AholZg0oyIiHS1ceNGvUMgIiIiok5SUVF/5f/h/QRmJTFtRj0Dk2ZERKSr9u7WS0REREQ9yz0TmDSjnoFJMyIiIiIiIiLqFCaTqVHZtEEC46J1CIaolZg0ox5FVdXrCgsLhZRScOdMIiIiIiKi7m3KlCmNyoQQuGc80xHU/fG7lIiIdDVjxgy9QyAiIiKiTpKVldVk+R+TBWKCujgYolZi0oyIiHSVm5urdwhERERE1Emys7ObLLcYBW5L4dpm1L0xaUZERLravn273iEQERERkQ5uS1VgYlaCujF+exIRERERERFRl+tvFbgymaPNqPti0oyIiIiIiIiIOsWkSZOaPX/3BKYlqPvidycREekqJSVF7xCIiIiISCepMQJTB3G0GXVPTJoREZGuQkND9Q6BiIiIiDpJenr6MevcO4FJM+qemDQjIiJdrVixQu8QiIiIiEhH5w4VSArXOwqixpg0IyIiIiIiIiLdGBSBu8czPUHdj1HvAIiIiIiIiIiod0pMTGxRvevGCry/FXC4O+a6lZWVCDVzGRBqHyGl1DsGIqK24gtYL5CZmYnk5GS9wyAiIiKiXmT58uWYMmWK3mFQ++m64B2TZkTUk/EFjIiIiIiIqPfSNWnGScNERKSr1atX6x0CEREREfUyWVlZeodAvQCTZkREpKuKigq9QyAiIiKiXiY7O1vvEKgXYNKMiIiIiIiIiIioASbNiIhIVyaTSe8QiIiIiIiIGuFGAETUk/EFjIiIiIiIGikvL0doaKjeYVD7cSMAIiLqu7hIKxERERERdUdMmhERka64SCsRERERdbT09HS9Q6BegEkzIiIiIiIiIiKiBox6B0BEREREREREfUyZDXB7Wtcm0AQEmjsnHqImMGlGRES6mjRpkt4hEBEREVFXO/kRYNv+1rU5byLwzSMtqpqYmNiGoIjq4/RMIiIiIiIiIur+FqwDduW1qGpSUlInB0N9AZNmRESkKy7SSkREREQtIiXw4nctqrp8+fJODob6AibNiIiIiIiIiKhneHcxUGo7ZjWn09kFwVBvx6QZEREREREREfUMNgfw1kK9o6A+gkkzIiLSFRdpJSIiIqJWeel7wOVutkpISEgXBUO9GZNmRESkKy7SSkREREStsq8Q+Gp1s1UmT57cRcFQb8akGRER6YqLtBIRERFRq839ttnTmZmZXRQI9WZMmhERka64SCsRERERtdrKHUD6Lr+nDxw40IXBUG/FpBkRERERERER9TxzF+gdAfVyTJoREZGuuEgrEREREbXJZyuB3EK9o6BejEkzIiLSFRdpJSIiIqI2cbmBV35s8lRaWloXB0O9EZNmRESkKy7SSkRERERt9sZPgM3eqLi8vFyHYKi3YdKMiIh0xUVaiYiIiKjNSmzAB8saFWdkZOgQDPU2TJoRERERERERUc81dwHg8egdBfVCTJoRERERERERUc+14wDw00a9o6BeiEkzIiLSFRdpJSIiIqJ2e/7beg9HjRqlUyDUmxj1DoCIiPq28vJyREdH6x0GEREREfVkCzOArfuAMYMBAPHx8ToH5HOwBHj6S2DBWuBAMRAWBEwaDtwzC5g+rn19l1cB//of8MXvwN7DQKAJSE0EbjsLuPRk/+025QArdwBrdnu/tu0H3B7g8lOAT/7cvph6GSbNqE/SNE0AGAVgUp2vcQBMAByqqlp0DK9DPPDAA+evWbPm8b179yYfPnw4sKqqCgaDAVar1RkSElIQEhLyu8vl+mjnzp3fSSldesdLfVdGRgZmzJihdxhERERE1NPNXQC8eTsAYNGiRfr/jbkpBzj9caCowvs4NAgorPAm0L5bB/zjKuChi9vWd24hMOVRILvA+zjYApRXA4s3e79uOwt49Zam2/7pRSAjp23X7WOYNKO+KgHANr2D6AyappnS09O/nz9//vSKiop65zweD0pLS02lpaWDAAwCcBmAaQCWdn2kREREREREHeiDZd5EVHRYx/ctfMkt+WXL6lc7gPOf9ibMjk8EPrjbOwquvAr423zgP98Aj3wIjB8KnJnaulikBC79tzdhNiQG+PAe4ORRgN0JvPQ98NB/gdd+Ao4fCtx8RuP2AQbviLSJScAJw4AvV3FNOD+YNCMCcgGsARAFoMcvrpSVlfXfDz74YLrT6YTJZPLEx8d/FxMT86GiKJsTEhIsNTU1aSUlJRfu27fv5F27dpn0jpeIiIiIiKhDOGoAbSHw10v1jgR442fvlMlgC/DtI8DASG95aBDw7HVA1kHgf+nAw/9tfdLs63Rg9S5AUYCvHvQmwADAYgLuvxDIK/aOunvsY+DaqYApoH77Vc8ABsPRxyt3tO0e+wAmzaivKgJwIYDVqqoeBABN0+aghyfNNE1LWrZs2R+cTicURZEul2tyVlbW2gbV1gN4QdO0gMWLF1/06aef7tQjVqJaXKSViIiIiDrMKz8A91+AqKgofeP4cLn33yvTjibM6rr/Qm/SbP0e7+6fIwe2vu8Z444mzOr6ywXAC98BB0u9UzVnjq9/vm7CjJrF3TOpT1JVtUJV1a9rE2a9yPTt27cDAIKCgta43e6GCbMjVFWt+eSTT+ZLKfO6LDqiJnSbRVqJiIiIqOfLLwHmr0Rqaqp+MVRUA+v2eI/POr7pOieO8G4KAAC/bGpd/0u2+PpObfr8wEhgzCDv8eItreub6mHSjKh3iaqsrAQASCnL2tvZww8/fGlaWtqWQYMGOYKCgmRAQIAMDw+3DxkyZHVYWNj4hvX/7//+702r1SqFEDI0NHRZU31qmhZxwQUXlAohpBBCBgQEzGpvnNSzLVq0SO8QiIiIiKg3ef5bbNywQb/rZ+Z61x0DjiavGlKUo6PLtuW2vO9DpUc3FvDXNwCM9n0wvW1/y/umRpg0I+pdiq1WKwDA5XJNEkIEtaUTTdMCb7zxxmUvvvjiZ7/++uuY3NxcU3V1NVwuF8rKysx79+6dVFFRsS4yMvLBuu0GDx48++KLL94HABUVFVOCgoLubNh3ZmbmJ99//30YAISEhPy3pqZmQVtiJCIiIiIiatL6PXAt3azf9fNLjh7HRfivF9evcf0O6zui9X1TI1zTjKiTaJpmAtCehfbdqqpWt7LN4lGjRiE9PR0OhyMsKioqIyEh4a59+/b9KGXtRx3Htm3btu/ef//9KS6XC5GRkQcGDBjwn9DQ0J+HDx9uqKmpuWbLli13b968OaC4uPiZgICAzTU1Nd8DgKqqDgDn7tixI2PNmjVKTU3Nc0KIn6WUOwDg2WefvenTTz89w+VyISgoKL+iokJt5f0REREREREd0+AvMoB7dbq4zX70OLCZt4RBZu+/lXb/dRr17ei8vqkRJs2IOs8jAB5vR/tlAKa2poGqqjuzsrI+2bRp0xV2ux2FhYXDAHwfGBjoTkhIyA8ODt4opfwsMzNzvpSyyVfP119//dLPPvtsmsvlQmho6IqioqJphYWF7jpV7tc07b233357Y3p6uiEgIOB1IURCbVJOVdUthYWFf83Kynq6uLjYaLVavxNCJL/xxhvx33777av5+flQFEVWVVWdK6VsbVKQeiHdF2klIiIiol4nemU2sOcgMHRAyxs9+z/g2W+arzPghqbL/3I+8JcLW34t6hE4PZOol0lKSrr6hhtueH3w4MGe2rLq6mrDvn374rdt2zYrMzPzPbPZXBkfH/+pECK0YfuMjIxH8/LyIISQ5eXll0sp3Q3rqKq6ZebMmZ/7+h4EIKXu+aioqH9eccUVa4QQsNlsSaGhoc+tXbv22+XLlwcAQGBg4N+llO1eZCAvLw95eY33MWB5zyqPiYnpVvGwnOUsZznLWc5ylrO8a8o7k5BA4cadrYqnIv8wUFDa9Fctf+frjOgqdlQdrV/t9H/dKu+osWqjbHmcVnOTfTeq7+sbwZZu9//enb5PjkW0YsYWUa+madoceEeGOVRVtegcTrtpmha1aNGiv2ZnZ5+fn58/OD8/3+jxeOrVsVqth2w2W6qUMt/XJuirr76q+PHHHxWr1Zpz2mmnneiv/9NOO+3aJ5988p8VFRUAcLOU8q0G14/7/PPPsxYuXGgRQiAoKAg2mw3BwcGbKisrj5dSepruuVX4AtYLbNy4Ud/djYiIiIio6425u1MXqXeOHgjTlhcBITqmQ3Gx91/55bHrrtkFTPIt/7z9paML/jc0+UEgfRdwx9nAyze3LI7DZUDM9d7jHx/1vzvn5c8C81cC504AFvy1+T6vewl4bwlw+SnAJ39uWRxdp4P+A9uG0zOJeilVVQtVVb0Xvpn8Dz/88Ihdu3Zdd/DgwWvXrl0b53A4YLPZYoKDgz8DcKqv2dBDhw4pAGCz2YZ8//33B/31//3339d9GN3E9fOqq6uv3bFjx6f79u2DzWZDQECAo7Ky8rwOSphRL1FYWKh3CERERETUy+w6ZyTGdFTCrLVGxXuTdVICW/c3nTTzeIAdB7zHtTtdtkR0GBAVChSWe/v2lzSr3ZFzdDM7bNIxMWlG1El02gjAr6effnonvOusPfLQQw+99fLLL99os9lQWVl5ihBisJRyH4Cw6uo2XdLcVGFgYOCGgQMHuvft22cAALPZvMbpdO5r800QEREREREdS0wYDk4bjjF6XT8kEJiYBKzZDSzMAC5uYgLP6l1AmW8a5/Rxret/2ljgs5Xevu87v/H5A0XehBoATD+udX1TPVzTjKjzPAKgoh1fP3RWYEOHDr3tzDPPrJsdq/14otJs9ua/rFZrhpRStPBrTsNraJpmXL169YLff//dUFtWWVl5qtlsvrKz7ouIiIiIiAi3z4Q0GY5drzNdmeb998PlQH5x4/PPfu39d0KS/+mbx+r75wwgI7vx+ee+8Y5yi+3nTbBRmzFpRtQHqapaExUVVXfEV5Dv371RUVESAFwu1+D2XCM/P/+fn3322QgAiImJ2T127Nja9cfeFkK0Yvwx9XYzZszQOwQiIiIi6i1MRuC2s5CSknLsup3pljOBhGigohqY9Y+j67dVVAMPvA98ucr7+B9XNd1eXOz9mvNJ43MXTAImD/dO8bzoX8CqHd5yRw3wn6+Bud95Hz9xBWAKaNy+yuGd3ln75ajxljtd9csrO2ziU4/F6ZlEnURV1TkA5ugchl8VFRX96zzMAwBVVUvXrl27A8Aoh8PRTwhxkpTy99b2rWnaSZ9//vm9FRUVMJlM9kOHDk29/fbb79u7d+99FRUVluDg4K+FEBMldyIhALm5uYiPZx6ViIiIiDrAVVOAmHCEOhz6xhFoBr5+CJg+B1i/x7vxQWiQd5dNj8e75tk/rgLOTG1930IAn98PTHkUyC4ATnoYCLYA9hrA5fbWufUs4OYzmm7/r6+AJ+Y3Lv9qtfer1rXTgHl3tj6+XoQjzYh6EU3TLkpKSvolLCys2TG4Tz755L1Lly4NBwCj0egAcOSVMTU1dU5cXBwAwGq1fiaEiGjmepYpU6ZMa1AWvHDhwm+2bNlSu+rmDVLKA7GxsQ/+4Q9/2AkAlZWV461W68NtuUfqfbZv3653CERERETUW9wzCwCwYsUKnQMBkJIIbJkL3HUuMLS/d0RXZLB3R8uFjwMPXdz2vuOjgI3/AR65BBg1EHB5vGupTRsLzP8L8NotHXYbfRlHmlGfpWnaaAChdYpqh7oITdMartS4QVVVnT+qaJGBBQUFp1dVVW2OjY3NjY6O/t5sNn8fEBCQmZiYKDwez8mlpaU3r1279qTaHQsDAgL+UVNTY6/t4Pbbb/90586dN7366qszbDbbQKvVmpucnPyu1Wr9JCoqal94eHiM0+k8tby8/Py9e/eekp2d7QFgqW2flZU175tvvokCgJCQkK/Ly8s/BgBVVV0AZu3YsWPbb7/9ZrTb7X8XQnwrpdzcpc8QERERERH1TqcfB4wb0jl9yy/b1m5AP+CFG71fHX290CDgqau8X60x5wrvFx0Tk2bUl70K4LQmyk0AGk5JTASQ09kBdYCKwMBA2Gw2HDx4MP7gwYMqABUAfv+9/i0pioJ+/fq9WVhY+LeGnYwePXrWdddd98Wnn356bnl5eeD27dtvB3B7Uxc0Go1Vtcdz58699JNPPrnE6XQiMDCwuKKi4k9166qququ0tPTeXbt2vXTo0CElKCjoOyHEcCllT0hIEhERERFRd3bveXpHQL0Mk2ZEvYiqqu8VFBSsWL9+/V35+flnHDp0KKG4uDjIZrMJKSXMZrMnNDS0NDg4+PfCwsK/FhYWZvjpx6Gq6qzY2Ngpv/322zM5OTkphw4dCrTZbMJoNCI4ONgeGhq6z2w2f71jx45nAEDTtNjvv//+/X379kEIAbvdfoGUsrxh3w888MDLBw4c+MPLL788paqqalBwcPBL8CX2qG/SfZFWIiIiIur5hscC54w/8nDgwFbuSEnUBMF1uImoB+MLWC/gcDhgNpv1DoOIiIiIutKYu4/uKNkRXr4ZuOPsjuuPugtx7CqdhxsBEBGRrrrFIq1ERERE1HOFW4Frp9YrWr16ddN1iVqBSTMiIiIiIiIi6rluPgMIDqxXVFFRoVMw1JswaUZEREREREREPZNBAWZzWiZ1DibNiIhIV1yklYiIiIja7JITgcHRjYpNJpMOwVBvw6QZERHpKjk5We8QiIiIiKinuue8JounTJnSxYFQb8SkGRER6YqLtBIRERFRm0weDpw0sslTWVlZXRwM9UZMmhERka64SCsRERERtYmfUWYAkJ2d3YWBUG/FpBkRERERERER9Szxkd71zIg6EZNmRESkKy7SSkREREStNvtsIMCodxTUywkppd4xEBG1FV/AiIiIiIh6ojF3A9v2t61tkBnYrwERIX6rlJeXIzQ0tI3BUTci9Lw4R5oREZGuuEgrEREREbXKtVObTZgRdRQmzYiISFdcpJWIiIiIWuXuWceskp6e3gWBUG/HpBkRERERERER9QznjAdGDtQ7CuojmDQjIiIiIiIiop7hnmOPMiPqKEyaERGRriZNmqR3CERERETUE4wZBMxIaVHVxMTETg6G+gLunklEPRlfwHoB7mxERERE1Af9bzW2/rYGY8aMbnmb4xKACUmdFxN1R7runmnU8+JERETp6emYMWOG3mEQERERUVe6cDKKIhzAlCl6R0LkF6dnEhEREREREVGXm8KEGXVzTJoRERERERERUZfLysrSOwSiZjFpRkREuuIirURERER9U3Z2tt4hEDWLSTMiItJVUhIXcyUiIiIiou6HSTMiItLV8uXL9Q6BiIiIiIioESbNiIhIV06nU+8QiIiIiEgHkyZN0jsEomYxaUZERERERERERNQAk2ZERKSrkJAQvUMgIiIiIh2kp6frHQJRs5g0IyIiXU2ePFnvEIiIiIiIiBox6h0AERH1bZmZmUhOTtY7DCIiIiLqpmxOiafTPX7Pj+wncM0YjgmijsekGRER6erAgQNMmhERERH1QYmJiS2q995WiadWSb/npw2w4ZoxoR0VFtERTMUSERERERERUZdLSko6Zh2PlHhhvf9RZgBgt9s7KiSiepg0IyIiIiIiIqIut3z58mPW+WGPxM6S5utERkR2UERE9TFpRkREukpLS9M7BCIiIiLSgdPpPGaduev9T8usZauydUQ4RI0waUZERLoqLy/XOwQiIiIi6oY2H5ZYtPfYSbPqqqouiIb6IibNiIhIVxkZGXqHQEREREQ6CAkJafb8sdYyI+psTJoRERERERERUZebPHmy33OHbBL/3XbsUWZEnYlJMyIiIiIiIiLqcpmZmX7PvbFJwuFuWT/h4f06KCKi+pg0IyIiXY0aNUrvEIiIiIhIBwcOHGiy3OGSeHUjp2aS/pg0IyIiXcXHx+sdAhERERF1I5/ukDjYig0xS0tLOi8Y6tOYNCMiIl0tWrRI7xCIiIiIqJuQUmLuOo4yo+6BSTMiIiIiIiIi6nJpaWmNypbnAhsO6RAMUROYNCMiIiIiIiKiLldeXt6orC2jzAKDgjoiHKJGmDQjIiJdRUVF6R0CEREREekgIyOj3uOsUomvd8tW92MNsnZUSET1MGlGRES6Sk1N1TsEIiIiIuoGXlrvQetTZkBRcVGHx0IEMGlGREQ627hxo94hEBEREZHOyhwSb29uS8oMkB5uHECdw6h3AERE1LcVFhbqHQIRERFRt1DukPjXGg++2CmxtxwINAKpMQK3pQhcOrJ9Y16cbom56yQ+yvRgdylgVIDkCOD6sQpuHicghGiy3a4SiRW5EmsPSqw5KLGpEHC6gcmxwKqr2pdSGDVq1JHjdzZLVNa0qzuiDsekWRfRNE0AGAVgUp2vcQBMAByqqlp0DK/DCCHihg8f/kxFRcVZNpstsqqqyhAYGIjw8HDH4MGDs8eOHfvWhAkTXlBV1aV3rH2VEEICwJVXXln04YcfcjEpIiIiIqJuILdCYsonbmSXeR8HBwDlTmDxPonF+yRu2yfx6hmGNvVd7pA4fb4b6wq8j4OMQLULWJUPrMr34Nssga8uVGBUGifO7l/madM6Yy0RHx8PAHB7JF5c3/bRYgYjUxvUOTg9s+skANgGYB6A2wFMhDdh1mv079//6YCAgP27du265uDBgzEVFRUGt9uNyspK5ObmmleuXDnq7bfffvajjz46+MILL0zWO97eRAgxVQghhRDy0Ucf/VzveIiIiIiIqOWklLj0G2/CbEgo8NsfDai424iKuwz41xQFigBey5B4c1PbEks3/+zBugIgwgJ8e5GCyrsNqLrbgHkzFViMwII9Eo//1nTfBuEdkfan0QIvnq7gmtFNj0hri0WLFgEAvt4tkdN4I80W6xfer4MiIqqP6Vh95AJYAyAKQJrOsXSIfv36fVJaWno5AISHh2PSpEkbIiMjX5VSrsrKygqurKy8ID8/Xy0tLY1YtmxZZHFx8W8ej+fse++9d6HesRORvmbMmKF3CERERES6+nq3xOp8QBHAVxcakBrjTUxZjAL3TxLIs3mnVj72mwfXjhEwGVqeuNpQIDF/h3ek2LszFcxK8o6dMQjg2rECpQ7gniUePL9O4u7xEjHW+n3PP0+Boc4ItDm/udt7u43MbccoMwCorKwAEN4hsRDVxaRZ1ykCcCGA1aqqHgQATdPmoBckzYKCgu6qrq6+HACGDx8ur7nmmmsfffTRDxpUWyWEeDw8PPzb0tLSMzdv3mz44YcfvrZarUmqqubrEHafJaXsuI+GiDpAbm7ukaH5RERERH3Rh5nepNaMBHEkYVbXXyYqeGGdGwdt3umaMxNb/if9R5nehNTICOD8YY0nm6njBB5fCZQ5gC93SdyaWr9vQxNTNjvSuoMSK3Lb14fdbu+YYIga4PTMLqKqaoWqql/XJsx6CyFEhNPpfBbwjjC7/vrrH2siYQYAkFI6S0tLz7VarVkAsGjRosA9e/a82ZXxElH3s337dr1DICIiItLVkv3epNlZQ5pOUA0MERjjW4148b7WrS9W2/eZCU33HRggkDZQtKnv9oqKimr3KDOizsSkGbWLyWS6w+12BwDA2WeffTgyMvKZ5upLKV02m+0m3zFWrlx5tqZpTQ4xEUJEDB06dN6AAQMOW61Wd0BAgIyIiHAPHTq0curUqevuu+++K/y0C0hISPjroEGDckJCQmqMRqMMCwvzDBo0qHry5Mm7b7zxxv/TNM1Sp/51teuB+Ub/NclisRQKIeR5553X6DdJcHDwRiGEPPnkk6WmaUMGDBhwXWxs7D6r1eo2mUwyLi6uZsaMGRv//e9/T/TXf2xs7Ojk5OS34uPjc2vjDgwMlHFxcTUnn3zyrvvuu+96P/crASypffzkk09eUns/QggZFRUlNU27rm59IYS86qqr/G5ZGBERcWJiYmJ6eHi4PSAgQAYFBcnBgwc7pk2btvGJJ56Y3tLnKC4u7pbY2NjcwMBAt8lkkvHx8TVnnXXWuueff36Mvz6IiIiIiPqSQzaJomrv8ZhI//VGR3oTW9uKWt63lBLbi319R/kfMTbad91tRV2bNIsZloJPtnftNYlag9MzqV2MRuPVTqcTZrMZEydO1FqyK6aUcmlgYOAhu90es3HjRuXqq68+D8BrdeuEhYVdaDab52dnZwfULS8pKVFKSkqs2dnZ40NCQj4G8End80KIpJCQkJX79u2LqVteXl4uysvLLbm5uUmlpaV/nzx58q8Alrb1vpvz97///emCgoJ6Cb38/Hxjfn5+SnZ2dnpNTc31jzzyyHsN4g4DsPXgwfoDEd1ud23bYZs2bXrH4XBclpKSco6qqp32myUyMvKfpaWlD5SUlBwpc7lc2L9/v2n//v0pmzZtWlRWVvbWc889d3Nz/fTr1+/T0tLSy+qWHThwwHjgwIHxxcXFG61W64mqqq7rpNsgIiIiIuoR8m1Hj+OC/Se24oJr67f8rUC5E7DV1G/fdN8CgKwXS1d4/Md8uDwxx654DBERzWQbidqBSbNeRNM0E9q3I6dbVdXqllYWQgQJIYYBQEJCAoKDgxe1tK2iKL8CuLiiogI5OTlnoU7STFGUU4QQX3o8HhEaGoqTTz45IzIy8jmn07kqJycn1G63n1VaWnql2+2ObRBPlMViWVtRURFuNBpx0kknHYqLi3tOUZTv9+7d67bZbKdUVlZeCSClpXG21s6dO1FUVHTFmDFjXKmpqc97PJ4PNm3aFFVaWvrogQMHpu3Zs0d89dVX70RFRa1TVXVL3bYREREHxo0btz84OPgHo9G4yWQy7cjJyYmqqKg4Kz8///bS0tJ+H3/88cwhQ4b8GcCzte2OP/74iOzs7KmlpaVfAsD999+/YOvWrTfVnjebzR4AJWgBi8Vyg8PheAAABg8eLE888cSPAgMDX9qyZYurpKRE3bdv303FxcXKe++9d1N0dPSehx9++Omm+lm1ahXKysouO/XUU0uHDBnypN1u/y4zM3PwwYMH5xYVFSWvXbvWmJqa+rGqqiNa/yxTb5OS0mk/kkRERETdXm1SCwACm3mHHuQ7V+nshL59QxUqa/zX6WjVNRLz93fMrpcuVw2AgGPWI2otJs16l0cAPN6O9ssATG1F/XgppQIAAwYMAIDMljasqqpKB3AxABQXFyfVlgshlMDAwM+rq6tFeHg4br/99rlPPfXUvQ2arwXw1KxZs8x1C61W68s2my1cURRcf/316yZOnHiKqqqOOlW2AXhTCNFp3/dFRUUYO3asvOWWW06bPXv2yjqnloSGhs6rqKi4du3atcopp5zyOoBTa09KKcsA+FsJfYUQ4unAwMA9JSUlMevXr39E07T/1I42W79+fYkQ4khSzGw2O7777ruC1sYuhLAEBAS8CACDBg3CHXfcccMDDzwwr06VWwIDA79zuVxfFxcXY+nSpX+LjIx8Q1XV4oZ9FRYW4vzzzy8999xzh6mqWjuAfLsQYoLZbM5zOBzhGzZsGK5p2mhVVbe1NlbqXUJDQ/UOgYiIiKjV/rbSg7/93rb1uB6cJPBUmqGDI+pZ/pspUe7umERXeXk5gKAO6YuoLq5pRu1x5GOBoKAgAChtRdsjde12e92PF86qrq4eAAAXXHDBvoSEhD/762DBggVHEmJCiLDq6upLASAtLc0zceLECxokzI6QUrpaMo20rWbNmvVdg4QZAKCiouJOo9HoBICNGzeerGla/5b2KaW01dTUfAgAWVlZ/QB0xgit82pqaqwAcM4552xpkDADAFRXV38THBy8DAB+//13o8fj+WNTHUVGRuKss866v07CDAAgpawG8DEA5OTkAMAJHXoH1COtWLFC7xCIiIiIWs0jJdwSbf6qZa2TN6pu5l1Kle9ccCvmFrW4b98Is+AuHKz1RgY3AKDujyPNehFVVecAmKNzGK0m5dHfGCaTaWadNdLeUFW1pa+kp3o8HgMApKSkpKuqeqAzYj2W2NhYJCYm+ts9tCIkJGRlZWXl1KysLAHgJAD/q1snPj7+SqPR+HBZWdmwqqoqi9PZeOx1QUEB4E2a7ejI2M1m83SHw4GgoCCkpqa+469eZWXlWwBO802tPQfAKw3rjBo1Ckaj8cem2jscji1A7adBaHHisCl5eXkAgLi4OJb34PLac90lHpaznOUsZznLWc7ylpTPOcWAOae0vZ+8PG953bXGNu8tQmSNs8n6WYdDAVgQaxX1ypu7bmxsLKwB3mmaeZX+6+88WAHAilgrmuynqb/fnM4aNEwptOZ5ODFWYF1BxyzVrCgG/j3Zi8v1xKQZtceRKYFVVVUAEA6gpdMCw2sPAgMDS2uPAwICxjidTsTGxsJkMm1oRSxHpngmJiaubEW7DtW/f38A2O7vvN1uXwtganFxMQAk1JYLIYz9+vX7uaSkZNqxrlFdXQ0AYe0O8GcMdwAAQolJREFUtoGAgICRDocD/fv3h6Io25qpurX2oKSkZEhTFcLCwgAg30/7KgCoqakBgMA2Bevj78WU5T2r3N+57hYny1nOcpaznOUsZ3lnlEcHCUQFAoXVwEFEIC6u8YSwuLg4ZPuGmo2OrF9+rP6TI4C1BcDWQolbUpquv88RDEAe2aHzWP0DgMnUeFhaa56HuycoeGWj22//rREUFIi4uOh2xcPy7luuJybNepGu3ggAQK4QwiOlVHy7Po5CC5NmQUFBJ/gSbYiIiNhd51QoAFgsFgCoaEUsIQCgKAqCgoJatOh9ZzCbzQDgd88Zl8tVBgB2ux0AjnymFBgYOKc2YTZu3Dh7QkLCR4GBgd96PJ7tLperzOl0ehYtWvSA0+m8z+PxAJ3wsyulDAaOPPeVzVQ98v/idDqb3INHURSoqtqS34D+tweiPmPgwIF6h0BERESkq2mDBD7bKbEwR+K+iY3PH6iQ2FroPZ4+uHV/Qk8bLLC2QGLh3qZHddldEisOeM9NT+i6P8+H9xM4MbQQq8qj2t2XxdKuz+KJ/GLSrHd5BF24EYCUsspqtWZVVVUN37t3LyorK2f4+jgmj8eTBgAhISEYMmTIT3VOlQNHkkohLY0FvkSOx+NBVVVVa7dgaemY4GOuAehwOADA6u+80WgMc7lcjRJTHo/ndgA44YQT5E033XS8qqqNRqtZLJagFsbZJkKISqBxQq8JR86ZTKbmkmtELZKcnKx3CERERES6ujLZmzT7ea9ExiGJlJj6yavn1nogAcRavUmw1vjjKAX/XuPG9mJgQZYHs5Lqv615c5NEmcO7u+ZFw7r2M+2Lo3M7JGlWWHgYwID2B0TUADcCoHZxuVwfAt5k0bp161RN0465BYwQIs1ut8cAQGpqqgfAgtpzNTU1WwAgPz8fTqcztRWhHBmtlp2dfVIr2gGAvfagqqqqyUSdECKgpqbmmEk833pjo/ydt1gsEwEgIiICAPb6+o5wOBz9AOC4447LaSphBgBGo7GJz5w6Tk1NzXbAew8ej6e5LMaY2oN+/fpld2ZM1DesXr1a7xCIiIiIdHXBMIHJsYBHAhd97caqPO/n+g6XxH/WeDB3vffxE6coMBkaJ7aGaC6IZ1247ofGkz2O7y9w2Uhvm+t+9OD7Pd5lo90eife3evDgcu/jeycIxFgb9+1wSRRWHf2q3ZDA5UG98jJH69cnSw0uxbjGsyqJug2ONOtF9NgIwOl0vmIwGP7qdrsDfvjhh5hx48bdD+AZf/WFEAar1fq2zWaDEAInn3zyD6qq7q/T3w8A7nY4HFi7du2tmqY9o6pqS159f1MUxe3xeAwZGRmTNU2LU1U1r4W3cbD2IDc3N8VPnTSPx3PMn5f8/HxkZ2dfA2B+w3NCiBCDwXAyACQlJUkAv/tOmWvrSCmbTGQLIQYKIcY3c+ma2oPaDRFay+Fw/ALg1qqqKmRkZNwAYG5T9axW6w02m612lOAPbbkWUV0VFa2ZiU1ERETU+wgh8Pn5Bkz5xI3sMuCkj9wIDgDsbm9yCgBuTRG4eVzbxr28eaaCrFI31hUA537pQZDRA7cEHL4c26yhAk+c0nTfH2+XuP7HxvuzrSsAol89mqQ7LR5YekXrUgypqSm4Z4CCG37iTprUPXGkGbWLlLLQbDY/CAAlJSV45513/vHkk09e2VRdIURAeHj4tzabbTgAzJgxo3ro0KFqg2oLAwMD8wHgm2++Gbxv375/+rv2rFmz6iabygIDAz8DgBUrVijr1q37yrfGW1NxGDVNq/tqvlEI4QGATZs2pWmaFt2gvjk4OPh1f3E09N1335378ssvn9ywPCQk5CW3220CgNTU1JWqqtau/3bYYDA4AWD79u2DNE0b1uD6hpCQkE/9JdR8imoPysrK4lsaawPf1k63/P7774/797//fXXDChaL5RybzXY6AJx00kk1iqJ83MZrERERERFRHfEhAhv/ZMAjkwVGRQAuCYSYvOudzT9PwWtntOmzcQBAqFlg5ZUGPJOmICUaEAIwG4ATY4E3zlDwzUUKjErXLzccGhqKPyYLxLRzIRqTqT1LexP5x5FmXUjTtNHwLXTvU5vcEJqmndig+gZVVR1dE1n72Gy25/v163dqaWnpxTt37hTPPffchytWrLgvMjLyVY/Hs2rPnj3WysrKC8PDw28pLS2NBIDjjjvOffbZZ1/QcDSYlNKjKMofFEVZUVJSIl566aX7161bNyMyMvK5mpqaVTk5OSF2u/2MkpKSq8eOHRsPIKJOHLMtFstMu90e/s4770zavn37vqVLl/5HCPFDTk6Oq6qq6uSKioorR4wYcTyASwAs9V2zLCQkZFFlZeWZv/zyi8loNK5PT0+/MycnZ3N+fv5pERERTzgcjniLxeKx2+3NJpojIyOxefNm8frrry9dtWrV81LKDzZv3hxZXFz8WEVFxekAMHHiRM/o0aNvrXPPruDg4B9sNtsFv//+uxIQEJD+66+/PmKz2ZZt3749JTo6+m+HDx8eHh0d7Tx8+LC/3wa7jUaj3eVyWZYvXz5eVdXbTSbTFzk5OaVWq1VOnz695lgj9qSUDovFcjeAt/ft24dXX331/bVr154RGBj48pYtW1wlJSWq2+1WAe/00qlTpz6uqmpxc30StQT/yCEiIiLyCjULPJVmwFNprWuXox77rb3JIPDgZIEHJ7du7Mx1YxVcN7ZzxtusWLECM2bMwG0pAk/83vrpnbVCQ8M6MCqio5g061qvAjitiXITjk7Vq5UIIKezA+ooJSUll/Tv3//ZkpKSe0tKSpSff/55AoC3G9ZTFAWnnnpq8YUXXnjuvffeu6qpvjwez29hYWGXVldXf1peXm788ccfjwfwQcN6KSn/396dx1dV3/kff3+zJ2SBJOxLCCCbBQEFiyA7ggRax2mn82unrd2u40xndKYuXcaq3exiq+106vTWdqqddqabtZW4AQOCKESQTQEVCBAChEDISiAk+f7+OCdyudyb3Cw3Jzd5PR+P87hn+Z7v+dzcL4ebT77n+738SUpr7RljzMz09PTXamtrczdu3DhY0nfd5T3jx4+/4pq1tbW+lJSUN8+fP5/+/PPPj5D0p5ZjKSkp+vjHP775V7/61URJOVecHFR3SUnJb996662PvPXWW/dKujfw+JgxY+wtt9zyGZ/P92bg/rq6un9ITU1dUF9fn7Vx48YBkh4PPD5v3ry6ffv2PSnpH0Jd11rbmJGR8URtbe3n9+zZE7dnz57/kPQfkpPIW7x48ack/bK12CXp/Pnzv8jJyZlw9uzZew8fPmwOHz78CUmfCCyTnZ2tT37ykz/PyckJ+xgu0B7z5s3zOgQAAAB46O+nxenhrU1q6OBTmtXVVQroTwF0GZJm6DJlZWV3G2Meveqqq75TU1NzU21tbXZ9fX18amqqsrKyGvLy8oqnTJnyxIwZMx7z+XyNrdVVVVX1tDFmWH5+/r/X1tYuq6mpyWpqajIZGRnNAwYMODdmzJjt48eP/27wedbaA8aY4aNGjbq/sbHx05WVlYMvXLgQn56ebjMzM8+PHj360IQJE/5T0qtB5x0xxkwaOXLkU5WVlXPOnTuXlJ6ebseMGVNxww03PDZ16tRvPvXUU+WR/Bzuv//+Lz7wwAPrJD1QVVU1tLGxMS43N7fx6quvfuumm2767D333LMtRNzHjTETRo4c+WRVVdWCurq65LS0NA0ZMqRuypQpa5ctW3b77bfffkdr162trb1z+PDhNRcvXvRVVVVlNzQ0GGvb/9eaM2fO3Jednf1MZmbmDysrK6fW1dUlJyQkKDc3t2HcuHH7582b94WHHnpobbsrBsI4ePCgxo4d63UYAAAA8MiQfkb/b5LRk291rLdZQ0NDF0cEODr0SzWAy6Wnp++sq6u7Zvbs2brtttvyfT7fYa9j6iO4gfUCa9eu1ZIlS7wOAwAAAN1s3759mjRpkiRp5ymr6U9dOftnJN6feVqv+YZ0ZWjoObp/sL0ATAQAAAAAAAC6XUvCTJKmDTJaMNLT/AhwBZJmAAAAAACg223duvWy7X+5tmNJs9zcgV0RDnAFkmYAAE/NmjXL6xAAAADggZqamsu2C8YYje3f/nrOn6/vmoCAICTNAAAAAACA5+LjjO6c0f40RW1tbRSiAUiaAQA8VlRU5HUIAAAA8EBSUtIV+257n1HmlbsBTyR4HQDQG9TW1k7zOgYAAAAAiCXz5s27Yl9GktHnphp9f5v1ICLgcvQ0AwAAAAAA3e7gwYMh939+epzi2jEnQGZmZhdFBFyOpBkAwFP5+flehwAAAAAPFBcXh9w/Osvor8ZFnjVLSEjsqpCAy5A0AwB4auzYsV6HAAAAgB7mX66LPF1RUXEmipGgLyNpBgDw1MaNG70OAQAAAD3MDcOk6wZ7HQX6OpJmAABPNTQ0eB0CAAAAPDBr1qywx4wx7eptBkQDLRAAAAAAAPQ4HxpvNCy97XIpKSnRDwZ9EkkzAICnMjIyvA4BAAAAHigqKmr1eFK80eent522SE/n+ySig6QZAMBT119/vdchAAAAoIfyTTVKTWi9zNnKs90TDPockmYAAE/t27fP6xAAAADQQ+WkGn3iatNqmabGxm6KBn0NSTMAgKdKS0u9DgEAAAAeyM/Pj6jcnTPiNCBFYZeUuKYoR4q+qo1OjgAAAAAAAF1v7NixEZWblGNU8fnw6YuNGw9KGt5FUQGX0NMMAAAAAADErHnz5nkdAnopY631OgYA6ChuYL3AhQsXlJyc7HUYAAAAiFEHDx6MuNcaYk7rA9pFGT3NAACeqq6u9joEAAAAxLDi4mKvQ0AvRdIMAOCpXbt2eR0CAAAAAFyBpBkAAAAAAAAQhKQZAAAAAACIWbNmzfI6BPRSJM0AAJ6aOHGi1yEAAAAAwBVImgEAPDVixAivQwAAAEAMKyoq8joE9FIkzQAAnlq7dq3XIQAAAADAFUiaAQAAAAAAAEFImgEAAAAAgNhwz5NS2t9KT65/b1d+fr6HAaE3I2kGAPBUbm6u1yEAAAAgVvzldam+QfruM+/tGjt2rHfxoFcjaQYA8NS0adO8DgEAAACx4niF87q35L1dGzdu9CgY9HYkzQAAntq5c6fXIQAAACBWjB50xa6GhgYPAkFfQNIMAOCp06dPex0CAAAAYkWIpBkQLSTNAAAAAABAbBiZc2m9sUmSlJGR4VEw6O1ImgEAAAAAgNiQlHBp/dgZSdL111/vUTDo7UiaAQA8tWTJEq9DAAAAQCw6fEqStG/fPo8DQW9F0gwA4Kljx455HQIAAABikZs0Ky0t9TgQ9FYkzQAAntq/f7/XIQAAACAWuUkzIFpImgEAAAAAgNhzuNzrCNDLkTQDAAAAAACxx+1pduONN3ocCHorkmYAAE9dc801XocAAACAWHTE6WlWXV3tcSDorUiaAQA8lZmZ6XUIAAAAiEUlp6XGJu3atcvrSNBLkTQDAHhq06ZNXocAAACAWNTULJWe8ToK9GIkzQAAAAAAQGxiMgBEEUkzAAAAAAAQmw6f0sSJE72OAr1UgtcBAAD6tuHDh3sdAgAAAGLV4VMaMWKh11FIJ89KDz8trd4mlVZIWWnSrKuku1ZKi6d6HR06iJ5mXWT58uWzZs+e/bvJkycfGDZs2LmsrKymxMREm5KSYgcPHnx+6tSpO5ctW3az13FGYvLkyQeMMTYvL6/S61i6ys033zx9ypQpb+Xk5FxMTEy0xhhrjLFLly79iNexAX3dpEmTvA4BAAAAserwKa1du9bbGHYflt53l/SjQulQmZScKJ2ucRJoSx+Svv20t/Ghw0iadZGqqqq7t2zZ8uF9+/aNPXHiRGp1dXVcY2OjLly4oFOnTiXv2bPnmnXr1j03e/bs33kVY15eXqUxxk6ePPmAVzF4oaCgYPiWLVtef/PNNydXVFQkNDY2eh3SFbKzsxuNMfa6667b4HUsQHfbunWr1yEAAAAgVh3p4jHNzK3OEqn6C9IHHpbO1EjT86U3H5Oq/ls6+5T0hQ9I1kpf/rX00s6ujRPdgsczu0hcXFzd2LFjT+Xk5Gzp16/fhsTExH3x8fEHGhsbJ9XV1d369ttvf+zMmTOJW7Zs+fCCBQse3LBhw4Nex9xXnD179ruVlZXxxhjNnj3755mZmT+Mi4s7JUlxcXGnvY4P6Otqamq8DgEAAACxyuuJAH76kpO4S0+Rnv2yNDzH2Z+ZJj1ym3TwpPRMkfSl/5ZumuZlpOgAkmZdZPPmzZ8Kc+iApGcLCgoefOWVVw5VV1fHFRcX3yXpwW4Lro+rra2dKkmDBw+u37x582e9jgcAAAAA0EVKTiu3f7Z31//1Ruf1ozdeSpgFuucWJ2n2xiHp7VJpAuP5xhIez+wmhYWFR/Ly8vZIUllZWZbX8fQlTU1NKZKUlJTU4HUsAK6UlJTkdQgAAACIVY1NmjZopDfXrqmXth9y1pdND13m/eOdSQEkad3u7okLXYakWTeKi4trlKSEhATbmXqWLl360cmTJx/Izs5uTExMtGlpaXb48OG1M2fOfKGgoGBgcPnrrrtugzHGHj16NEuS9u3bN7ZlIPyWZc6cOU+Eu96SJUs+OWHChJLMzMymxMREm5OTc3HatGnbVqxYMbqtWJcsWfJpN9aLSUlJNiUlxQ4bNuzczJkz1xQUFAwNdc7y5cvntsS1aNGiuwoKCgZed91164YMGVKfkpIS8QD+LeOE7d27d5wkHT16NCvwPYcaP2z58uWzpk2bVjRkyJD61NRUm5SUZHNzcxumTp26Z/ny5TeGu1ZBQcHQefPmfX/SpEmHBg4c2JCUlGQTExPtgAEDGidMmHB00aJFd4U6r2XShbNnz8ZL0vbt2+cHfzaB50Yy9tmcOXOeaDk3+NiiRYvuajm2fPnyuStWrJg4bdq0ooEDB15ITk62xhhbUFCQF3hORz7Dlp/JzJkzXxoxYkRtWlqajY+PtxkZGc2DBw8+P2nSpENz5879yapVqxLDnY++Y968eV6HAAAAgBj27ppXvbnwvmPOmGWSdHWYxF1c3KXeZXuPdU9c6DI8ntlNVq5cmXXs2LGpkjRo0KAzHa1n5syZL2zfvn2ZtZfyIY2Njaqvr+93/PjxZf379z+xbNmyVS+++OLzXRC25s6d+5MtW7bc0dTU9N6+ioqKhIqKimuPHz/+dkFBwbjCwsKS4PNWrVoVf+TIke179uy5JvjYiRMnUk+cOLFkwIABR91YXwh3/cbGxhGvv/76sfLy8qh3RZk7d+5PioqK7rh48eJl+8+cOZN45syZ9+3fv3/j/Pnzv/3yyy9/Kfjcd955Z/uBAweuSCBVVlbGV1ZWjnznnXcenTFjxofeeOONuVF8C+1y4cKFuW+88cY3q6urQybPO/MZ3nzzzdcWFRVtqaiouOweU1tba2pra5NPnTqVL+mOFStWfEfSka58X4g9Bw8e1NixY70OAwAAADGq4Z0rfiXtHifOXlof1sojosMGXFkeMYGkWRStWrUqvrGx8X3nzp378IEDB+46c+ZMYkJCgsaMGXNPR+qbO3fuf27btm2ZJA0dOvTchAkTvpmamvp0c3Pz4IqKivt27tx5c2VlZXxRUdGzBQUF+S3JrCFDhhSsWLEifc+ePe+UlJRkTpw4sXjMmDGzA+s2xlQGX6+ysjLj+PHjd4waNer06NGjH0pJSXmhqalp1MmTJx/ZvXv39PLy8qTS0tI/SpoVfG5JSUnRnj17romLi9PVV1+9e9CgQY8mJSW9Yq3Nqqmp+czevXt9Z8+eTdi+fftfCgoKRhYWFpaFes+7d+++q76+Pn7mzJmFAwYM+EF8fPyx8+fPFyQmJu5p6+c1e/bswZISDh069Nr+/fvzR44cWT1lypTxAe+5tmV9/vz539y8efMdkpSfn386Ly/v0ZSUlGeNMRfq6+s/ePDgwa+UlJRkvfrqq19cunTpG2vWrPl94LVSUlLOTp069WT//v2fS0pK2pWYmPhWc3NzZkNDw+zjx4/f+fbbb+ft2LFjzvz587/x8ssv/1vLeWPGjJmen5+f9uqrr5ZWVlbGT58+/dWhQ4deNlVLXFxcRVvvtSN27NjxjebmZjN79uxfZ2Zm/jguLq763LlzH2lpC535DA8fPvyHioqKhKSkJE2bNu0vWVlZ/oSEhH2SUhoaGmbV1NTcWlJSsiQa7wuxp7i4mKQZAAAAOiylrLbtQtFQd/7Semor/TzSkp3X2vPhy6BHImkWBWPGjCkvLi7ODd6fm5vbMGXKlHvWrl37y/bWuXLlyqydO3f6JGnIkCH106dPH1VYWNjSY22/pJcXLFjw1ZdffvmhysrK+OPHj/9O0mxJWr16dZ2kury8PCtJxpjmcEmqQNXV1XHjxo07OXHixBHPPvtsS1ezA5JmjB8//ti77747/ODBg9cGn7dkyZJP7tq1a4YkzZkz5/sbN268O6jI9ptvvvlnr7zyyrYzZ84klpeX/0JSQZgY4ufPn3/P+vXrHwnY/U5bsUtSy89n8uTJzZJkjLGh3vfKlSsHvPHGG1+SpClTpuzevXt3cM+q761cufJHxpiTR48e7X/o0KH/kHRZ0mzPnj1Xhwlji6RHZ8yYsXnHjh03FBcX/5Ok95Jmq1evrpFUk53t/FUiLi7uYiSfTVc4d+5c/IIFCz7w0ksvPRuw+wGp85/h0aNH8yRp+vTpf9yyZcuHgs7dK+mXXf1+AAAAAPRNKWXV7TvhkWekR/7Sepkhnw69/+4PSHff0r7rIWYxplk3SU9Pt1ddddUfUlNTf9uR86urq79aV1dnJGnixIkPBCTM3rNhw4avjRs37qQkHThw4PpVq1aZzkUtjRkz5qMBCbP3DB069ElJqq2tjVu+fPkNgceOHz/+Vffc8hDJFknS888/v2PChAnrJamkpGRRK9cvC0qYdbmzZ89+v7a21qSlpdlRo0aFHFxp9erVF8aNG/dvklRcXDwwkvHcAuXm5n5bkkpLSzMLCgpCTKnS/SZOnLg7KGH2ns5+hs3NzUaSkpKSDndp0FfGqePHj7M/xve3HOsp8bCf/exnP/vZz372s7/n7q+trbtif3ZcSrvqqTlRLpVVhl5ahDse0Fus4sK5S+XrL807d8V1z11wiiTYHvfzjIX9XjKBY2Oha6xcuTLLWpsiKaGpqWlMbW3tx955551PlZeXJw0aNOjC9OnTl77wwgub2lPnNddcs2P37t3TUlNT7eLFi+OfffbZkB/c3Llzf9LymOFNN920InBss7y8vMqjR49mTZo06WDL4PihTJ48+cC+ffvGZmdnXzxz5kxSqDI33XTTqjVr1vxFkhYvXvypwN5zWVlZTdXV1XGzZs16Njc393PhrlNTU/OvmzZtutcYoxUrVqS7PeK0fPnyuS+++OImSXr/+9//29dee+1vW/3htKHl/YwaNarqyJEj/YOPT5o0qXj//v2jx40bd3L8+PHTwtVjrR3w/PPP75OkBQsW3Lt+/frvBR5fvnz5/LKysu+eOnXqfWfPnk09f/58yH9fS5cu/euXXnrp6cB92dnZjWfPno2/9tprX962bduCcDFEUm7OnDlPvPrqq59xY74scbpo0aK71q9f/6gkzZ8//4ENGzZ8LVQdnf0MW9pabm7uxalTp965bt26x8PV0UncwHqB6upqZWZmeh0GAAAAYsFdP5d+WHjZrprPLlDGz/65a+o37mg59unWy0nS6+9Ks+5z1vf/+6UB/4Ndf59U9K70jzdLPw776xVC63RnoM7g8cwoWL16dZWkKnezVNKmlStXfmnnzp1HS0tL03fu3PnSqlWr0kP14Arn3LlzQyQpOzu7LlzCTJJSU1M3SrpDkhoaGq6R1OEJAfr161cf7lhcXNx7Ixg2Nze/99tuQUHB4JaB5YuKilZJOtnWday1ampqGidpV/Cx5OTkt9obd3tVVVUNkqQDBw4MOXDgQJvxSlJjY+OowO0bb7zxsa1bt94ZPIlAKE1NTYM7FGgXS0pK2h5qf1d8huPGjbuntLTUf/r06cT/+7//+0lWVtaPhw4dWpKdnb05IyPjiRdffHF9V74XAAAAAH3X8aRGTfDiwhNHSMY4M2i+VRI6adbcLL1d6qxPHtG98aHTSJp1k9WrV59dtGjR/aWlpY+WlZWl1NbW/quk77V5oquxsTFJkhITExtaKxcXF3eqZb2pqalTjwEaYyLtxfPeY77Nzc0dugtYazNCVhwXV9OR+tqjoaEhsb3nNDc3p7asL1u2bOGWLVvubGxsVE5OzsXx48f/vl+/fn9JTEzcY4w5K6n54sWL169Zs+bPkmStTe7C8DssLi6uKtT+rvgM161b97OlS5fWFRcX/+Dw4cODq6ur46qrq/Mk5Un66KhRo6rGjx9/59q1a5/sWPToTYqKirRkCfNCAAAAoGPqB4f8dTL6MlKl68ZKrx+Q1uySbn3/lWW2vitVuY9xLp7avfGh00iadaO0tLQnJT0qSXV1dfPVjqRZQkJCgyRdvHgx5OOSLZqbmwe2rMfHx18x7lm0BSbtbrjhhl9s3rz5M90dQ3slJiY2Skps67HVcMrLy7/W2Nio1NRUzZo1a+pzzz23P7jM0qVLU0Od2wFtJjKttZ36d91Vn+GaNWt+I+k3BQUFg8+dO3dbTU3NspMnT84sLS1NLykpyTp58uQvly5detEtBwAAAAAdct6rpJkkffRGJ2n2643SVz8sDc2+/Pgjf3Zerx0b/vFN9FhMBNCN3HHOJLWrF5ckKS0t7aQkVVRU9GttgP/6+vr3BrJPSkra2YEwO6WwsLAkLS3NStL58+ev6u7rd0RGRsZZSaqtrR3YVtlQqqurr5Kk4cOHnwiVMJOk+vr6+R2P8JKEhIRmSWpqakoJV6ahoaFTfX67+jMsLCwsW79+/Xe2bdu26NixYxmLFi36h8TERF28eFFHjx79dmfrBwAAANC3jVs827uL336TlDdQqqmXVn5L2lvi7K+pl+59Snp6i7P9rY95FyM6jKRZN6qrq7u9ZT05OXlve87NyspaJ0n19fWmtrb2C+HKlZWV/ZXkzNaZlJT0YuCxuLi4Jkmy1kb1cx85cmSJJJWUlFy/atWq+Gheqyvk5uZukJyZLZcvXx6iP23rmpubE6TWf64nTpz4UGt1xMXFNbdVhySlpqaek6S6urqR4cqcOnXqutbqiEQ0P8N169Y9npeXd1KSqqqqOpSoRO+Sn5/vdQgAAACIVf37KWPkEO+un5os/fmLUk6G9MYh6eo7pay/k/p/XPreM86YZw//nXTTNO9iRIeRNOsiy5Ytu7m14ytWrBi9b9++L0pScnKyMjIyftSe+jMzMx9KT0+3kvT2228/tHLlygHBZRYuXPjlAwcODJWkcePGbQ2eMCA5OblWks6fP5/Vnmu314gRIx6SpPLy8qTS0tKNrZVdtWpV4rJlyxZGM562DBgw4K5+/frZ5uZm7d+//7lQP9tAy5YtWx643a9fvzJJOnny5KAVK1aMCS5/4403Pnbo0KFWk0MpKSkXJOn8+fODWiuXnZ39jiQdPXp02IoVKyYGH58/f/63S0pKOv35duYzLCgoGHjzzTeHTdytWrUqvqampr8kpaSkhJ1sAn3H2LFjvQ4BAAAAsWr0IG3atMnbGK7Jl958TPrnAmnMYOnCRSknXSq4VlrzgPTFW72NDx3GmGZdZO3atc9dddVVJwYPHvxsWlpaYUJCwn5JjY2NjVOrq6v/7u23376lsrIyXpKmT5/+u8LCwtL21L969eqauXPn+jdv3nz7iRMn0nbu3FmycOHCb6Smpj7d3Nw8uKKi4r5du3YVSFL//v2bhg0b9jfBdWRmZr4padSxY8ey582b95309PTH4+LiTkiSMaahtVk522Pt2rW/mDZt2t/v2rVr5o4dO24YM2bM6ZEjR/5nWlraM3FxcWVNTU3DL1y4sKCysvKDR44cmTlixIi9kjwbEbGwsLB8/vz539i0adP9R44cGXDu3LmTc+bM+U16evqvEhISDjY3N/dvaGi4vra2dtWxY8cWNjY2Jkh67/HI3Nzc/5L0vbq6OrN79+7dixYtuj8lJeX5pqam/PLy8i/v3r177sCBAxvKy8vDjkc3YMCAI6WlpVcfOXJk/MKFC+9OS0v7H2PMaenyz2bgwIHfMcb88cKFC9q1a9f2xYsXfyE5OfmFpqam8WfOnLlv165di7KzsxsrKio69W+7M59hU1PThDVr1mxy/z2sTktLW52QkLDXWtvvwoUL80tKSr5UVlaWIknDhg0rbDUQ9AkbN27UvHnz2i4IAAAABBvdxQ+v2Kc7dt6QAdIPP+Ms6DVImnWR5uZmHThwYOiBAwd8knyhyiQmJmr69Ol/fu211z7SkWu88sorfz9z5szR27dvX1ZaWtqvtLT0YUkPB5bp379/08yZMz9YWFhYEnx+Tk7Ol1NTU2+ur683mzZ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      "text/plain": [
       "<Figure size 576x468 with 3 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 422,
       "width": 614
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.plots.waterfall(shap_values[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Tabular data with partition (Owen value) masking\n",
    "\n",
    "While Shapley values result from treating each feature independently of the other features, it is often useful to enforce a structure on the model inputs. Enforcing such a structure produces a structure game (i.e. a game with rules about valid input feature coalitions), and when that structure is a nest set of feature grouping we get the Owen values as a recursive application of Shapley values to the group. In SHAP, we take the partitioning to the limit and build a binary herarchial clustering tree to represent the structure of the data. This structure could be chosen in many ways, but for tabular data it is often helpful to build the structure from the redundancy of information between the input features about the output label. This is what we do below:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# build a clustering of the features based on shared information about y\n",
    "clustering = shap.utils.hclust(X, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# above we implicitly used shap.maskers.Independent by passing a raw dataframe as the masker\n",
    "# now we explicitly use a Partition masker that uses the clustering we just computed\n",
    "masker = shap.maskers.Partition(X, clustering=clustering)\n",
    "\n",
    "# build an Exact explainer and explain the model predictions on the given dataset\n",
    "explainer = shap.explainers.Exact(model.predict_proba, masker)\n",
    "shap_values2 = explainer(X[:100])\n",
    "\n",
    "# get just the explanations for the positive class\n",
    "shap_values2 = shap_values2[..., 1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot a global summary\n",
    "\n",
    "Note that only the Relationship and Marital status features share more that 50% of their explanation power (as measured by R2) with each other, so all the other parts of the clustering tree are removed by the the default `clustering_cutoff=0.5` setting:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 576x468 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 402,
       "width": 659
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.plots.bar(shap_values2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot a single instance\n",
    "\n",
    "Note that there is a strong similarity between the explanation from the Independent masker above and the Partition masker here. In general the distinctions between these methods for tabular data are not large, though the Partition masker allows for much faster runtime and potentially more realistic manipulations of the model inputs (since groups of clustered features are masked/unmasked together)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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g1iEQERF1iIk0IiLS1Pz58495/sZOiZomjYIhIiLNmM1mrUMgIiLqEBNpRESkqcOHDx953GyXeGmHXcNoiIhIKwUFBVqHQERE1CEm0oiISFN79uw58vjL/RKHqjQMhoiINGOz8UIKERF5P4PWARAREbV4fju/RFHfFmQC7pmuw0WjBYaZgbpmILlI4tUUic/3dW3tPwHgtCEC0yOBaZEC0yMF4oIFAODWVTa8ltL5fs8bKfDl+fqj53imuUuxEREREQ00vZ5IU1XVD8BCAGcBmA4gHkAAgAoAqQA+B/CWoih17fQR7Dx2RqtblLP6PkVR/tVBDFkAhnUi7OsVRXnbk4aqqj4A4LGW54qiiE6cx+uEh4ebhwwZ8kxFRcXCysrKyJqaGqOUEv7+/vaIiIjKyMjIHSNGjHj8nXfe+UnrWNsaMmTIxsOHD58yevRo7N27V5N/ByHEcACZAHDllVe+8/777193Iv0lJCQk+Pr6PllWVnZKVVVVWG1trQEA/Pz87BaLpTo8PPzAkCFD3jzrrLNeUxSl278VDRs27O3s7OxrLRYLnnzyyThFUbK6+xw0cP2WL/FLrtZREHVdTCCw/jI9RoQ4fuVYGyXMJuCMYTqcMQx4JdmOP67ufLLY7AP8dKm+44YeCjACL53OSQnkfYxGo9YhEBERdUiLEWmFAIJclIcDON15+7OqqucqirLfTR8vALi2h+JzZacnjVRVHQng7z0cS69JTEx8vK6u7t7k5OTj/nqvrKzUVVZWhh44cOD0X3/99fQ9e/Zknnvuuaf9/e9/z9Ei1s4SQswD8BMA3H777Xe/8MILz2gaUAeEEKaRI0d+k5mZucBmsx1X39TUpKuqqjJnZmZO+e2336Zs27bt2XXr1j384YcftptUJvIGkyZNAsDRaNT3fXauI4mWWSlx5Qobfs0DfPTAn6cI/GuODrdN1mFHocTrOzs/gqy6UWJ7IbC1UOK3Aol/z9MhKrBr14geO0WHIWaBzXkSJ0f36et91M8MGhShdQhEREQd0iKRFgSgAcAXAL4C8BuAcgBDAdwC4FYACQBWqqo6QVGU6nb6agCQAiAJwJ86EcNYtL8+nACQDiAGQLqiKNs87PdVAL5wjECK60Q8XmfEiBGfZWZmXgQAfn5+mDhx4s7w8PD3DQbD+tra2pKGhoYEq9V6fn5+/vkFBQWWpKSkuIULF84F8IHGofc7QojAwYMHpx84cCAWACwWiz0xMXF9SEjI//R6/fbq6uqK5ubmhKqqqkUlJSXn5uTkRB86dMgnLi7uNgBMpJHXM5vNyLVKfLK3a9PeiLzBeSMFTo4WsNklLvjShpRiR3mDDXjmN4noAIk7pwk8eooO76TZ0NSJvHFlA2B+0YbW/0P+OadrcZ40yJHY21ogoabacXJ09410IzpRFRUVACxah0FERNQuLRJpLwN4TFGUwjbl5QBuU1X1EBxf/ocDuA3A0y76WAbgPwBSFEVpAgBVVT1OpCmKUttevaqqp8GRRAOA9zzpU1XVqwDMhyOp9yOABz2Nx9uMGDHivpYk2rBhw5oWLVq05JVXXlnZptkBAN8CuGncuHFLMzMzvW5EV05Ozqlax9AdYmJi1uTm5sYCwIwZMwrOPPPMKY8//nh+m2b7AXwD4A8TJky4ID8//+2eiOXQoUPXAbiuJ/qmgWvDhg1Y6/M7NHNAGvVhVyY6RnatPiSPJNFae2arHXdMFYgKFDh9qMCPWZ1LHHdHmlkAeG2BHgLAH1bbMM7C0WjkXWpqasFEGhERebteT6QpitJRwutZAHfD8Vv0bLhIpCmK8ksPhNba1c57CeD9jhqrqhoKR9x2AH8AcG7PhdazhBAhJpPpMQAIDQ3FpZdeetZTTz3V7vpnaWlpz48YMWKV3W5v7J0oB47IyMiLCwsLZwDAhAkTam+88cbRiqJY2ztm586dy4UQK319fW/tnSiJTky9XdelxdKJvMnvhjiSUu4SZHnVQFoJMCECXUqkdYc/neTYqODVZDu2FgDjmK8gIiIi6jSvW2nWuUB6y9po0b19flVVfQFc7Hy6TlEUT9b8ehrAIACvKoqyvceC6wVDhw59vLGxUQ8Ac+fO/bmjJFqLgwcPpj322GPHrGk3adKk0VOmTFkWFxd3ODg4uMloNEofHx85ePDgpilTpuy/+uqrr3TXnxBinhBCCiHkHXfccVdMTEx0YmLiz2FhYQ1Go1EGBQXZx40bV3j55Zf/xV0fQ4YM2SiEkGPGjJFt+pZwro8GAC+++OL/tZxLCCHDw8OlqqrDu+N1nCgp5b8AQKfT4Ywzzri7oyRaq+Nqvv/++2fblgshxLRp0y6aMGHC6ujo6Ep/f3+7Xq+XAQEB9uHDh1fPmzdv9dKlS91OSx42bNjbrt4jZ9/H/JtZLJbgsWPHfhceHl5nMplkQECAHDNmTNmll176cOfeBervVpcNRlm91lEQdV2EPxDu70ikpZW6b7e71PHraKwGCazoQODxU3UoqpW4fwOHfxIRERF1lRZTOz0x2HlfpcG5zwUQ7Hz8bkeNVVU9FcCNcGyi0Oc3GqipqbkQAHx9fTFz5sxHTqSvvXv37mpoaDhu+6WioiJDUVHRyF27dr1fW1t73ueff35Je/1kZ2dHV1VVZebl5Zlayqqrq8Xu3bsH7dmz59m6urozv/zyy7NPJNb2dNfr6CwhRJAQIh4AxowZ05yYmPj6ifYZGhp62bZt2z5sW15bWysOHToUcOjQoTMOHDiw32azLXnppZd+6Op5CgoKLHa7PTc9PT2gpaypqQn79u0LzcjI+Mcll1yS8Mknn1zW1f6p/7BLiW/K+/SSkkSICjj6OK/a/UizvOqW9r0/pfKl03Uw+wjc/r0NFQ29fnoij0RGDu64ERERkca8LpGmqupJOLpQ/2YNQmiZ1lkH4PP2GqqqagTwGhzLjtylKEpldwaiqqofgBNZBbhRURSPp1sKIfx1Ol0kAAwdOtRusVg2nsC5ERISUjpixIiDQUFB3xuNxl0GgyG9vLx8cG1t7e9ycnL+VFhYGP7dd9/9/vbbb7/+xRdffMtdPz///POfbTab4fTTT19jsVieKCkpya+oqLjiwIEDf7NaraZvv/124c033/zIsmXL/uFJXKeddlpESkrKnIqKii8AQFGURw4fPvxqS72Pj48dQEl3v47OMpvN86qqHLnk6OjoQ535t3RHCNGckJBQPnjw4FU+Pj7r/Pz80mtraw83NDSMKysru/rgwYPn5+bm6n/++ecvVFWNUBSlpivnWbVq1V1SSsMZZ5zxVWho6L/Ly8vzS0tLr9i3b98DtbW1hpUrV1769NNPP3XPPffsONHXRH3byiyJgzWmjhsSebGAVpda6prdt6t11gX28o/8khECF47WYcNhiXfSOI2avFdTUxMA/k4gIiLv5nWJNAD/57yXANTePLGqqhEAFjqffunBNLp74NgB9GdFUTpcS60Lvgdw2gkc/wiAhzvRPtZutwsACAsLq2zZyKGrCgoKolwU7wWwXgjxeERERGZxcfGQnTt3PgLAbQKqsrLScNVVV738zjvvtF5f76HIyMgPGhsb0xoaGvSbNm26T1XVfyqK0uEEsXXr1pUIIcpbnvv6+lavWLGi7eYX3f46OstsNk9qSaQFBwcf6I4+S0tLPwXwqYuqAwC+io2NnVpfX791165dfikpKXcAeLIr56mrqzNce+21f/rvf//7cqviR2JiYjJqa2vfq6ysxPbt2/+Oo9OoaYB6fhu/1JN2Hpwl8NCsrq1y8VSSxAMbvX+KpL8R+M98HZpsErettmkdDlG7SkvLAAR02I6IiEhLXrVGmqqqdwM4w/n0VUVRdvZyCJfhaHKx3WmdqqrGA3gAQBMcu4v2B6EtD0wmU11PnkhKafPx8XkbAA4dOjREVVV/d20nTZpUe8opp9zRtrygoGDv4MGDPwCA9PR044EDB67qsYDd6Mzr6KyW0YEAYDKZKty1mzlzpv/ixYsHu7qpqtqpEY2HDx/eFhoaWiClxKFDh87vauwnn3xyTpskGgAgLy/vQx8fn0YAKCoqmtrV/lv1h7y8PJb30XK7lNhWyEQaaUcnBAy6rt30rWZn1rS67OTXziVKf2dddS9uzfPoKToMMwu8uENiV0nH7Ym8gbf8nmI5y1nOcpZ7R7m38ZoRaaqqngXgn86nOwHcpUEYLYmYAgCrOmj7KgBfAE8rirK7J4JRFGVeT/TbmyZPnvz72trah8rKykZWV1f7NjY2QspjvzgXFRUBQDwc/+7HiYuL26goisvL6IcPH34OwDVSSmRmZp4H4ITXEXOlO15HT8nNzV2TlJR0squ6884773cA1rUuE0KYJk6c+ExlZeXvy8rKIurq6vTNzcfPRaqsrBzW1ZiGDBnicn01KaU9PDy8rKGhIbKuri7YVZvOiI52vR8Jy/tGuU4I3DJJ4InNTKaRNh7ZZMcjm058VFnL2mcAEB0osKvE9c90dKDjPr+md37m40OAO6YIFNZIPPOb/ZgpqADg0+pSS0tdow1o8v6BdtTPecvvKZaznOUsZ7l3lHsbr0ikqao6FY7pZnoAOQAWK4rSoyOiXMQwGsAM59MP3SVunG2vAHAmgGwAj/ZCeL3lyHTHxsZGvxPtLC4u7tusrKzFHbWrq6sDjm7wcByLxeJ2HS273b6n5XF1dXWXEz/t6a7X0Vl2u72g5XFjY2NId/QZHh4eGxYWlpaammruqG1jY6NvV88THBx80F2dTqdrAACbzXbcBg408Nw2WYentjShWXrVAGmiTimpA4prJSL8BcZZgJVZrtuNtTiGse1uZ2fP7hQb5Bg9NzgAyP9D+3/yVd/hqH+4m5KLRF0REtJtf0YRERH1GM0Tac4E1vcAggAUA1igKEqOBqFc3erxe+4aqapqAvBv59OlXV2M3RO9vdkAgMM6nU7a7XZRVlYWrKqqsavrpA0dOvQvOTk5iwEgPj6+Li4u7n1fX9/v9Hp9ut1ur7TZbHLXrl23ZWdnP2S324F2fhZ9fHwq3NVJKet1Op2UUoqmpqZum1bZE6+js6qqqlJaHldWVo501+7w4cOzWj8fNmzYy9nZ2S6nG+v1+nVFRUVmvV6PqVOn7rNYLO+YTKb1UsrDzc3NdQDw22+/bS0uLo612+1d/tnT6XTtLLftIKXs/W3ryOtEBwpclqjH+7s5Ko36tp9yJC4ZI3DmcIHnXKz9Fx0IjAt3PF6TzZ93IlcCArg+GhEReT9NE2mqqg6BYwplBIAqAAsVRdnT/lE9EofA0WmdOxVFSW6nuT+Alr25v1DV9vdDUFW15a/ln7swVbNXNxuQUtaGh4cXlJaWRmVnZ+tKS0tPBfBTV05cV1e3FABGjBhhu/XWW4ffddddRW3bDB061KPEV0NDQ4i7OiGELxy7psJoNNZ2Jdb2dOfr6KyqqqqfhRCQUiIvL2+YqqqmE9m5UwgxEo6ppzj77LO3fPPNNy6ng4aFhXV5JBpRV1w8KA/v73a1pwdR3/FhusQlY4AFwwQmRgCpxcfW/2WaDjohkFct8VMvJdJ+zpEQz7i/rnHtOIG3z3ZcM2mvHVFvyc3NAzBE6zCIiIjapdlcGucOmasADAVQB+AcRVG2axTOqQCGOx+7HY02EAQEBCwHgPr6emzZsuUfXe2nsrIyCgBGjx6921XyCQCklNM86au0tPQkd3U6nS6h5XFgYOChzsbZke58HZ0lpayKiIjIAIC9e/ca0tPTbzqR/iwWy+yWx1OnTn3BVRshhNFqtYadyHmIOiugYi9OjdE6CqIT89UBic15EnqdwPLz9JjpzA2b9MBfpgksneIYhPuPX+wu1yDLvFkPeZcBby10/aeZ2QRY/I7edM4xvQHGY8tNJzKOnYiIiIg6pMmINFVVzQB+BDAGjl0vL1YUZb0WsTi1TOu0A/igg7ZWAG4TO063ArjF+bilbbWbtm5psdlAdnb2AyaT6ZbGxkb9+vXrT/vb3/72u6eeeqrDUWnDhw8fe/XVVzc99thj+wGgZVqglK4XPhJC+Pv6+p7iSUyZmZmnqqqqd7VuXWxs7NLs7GwIIRAXF/eVJ/05HZmyarfb3f4/6M7X0RU6ne5eAJ/a7XasWbPm/1RVfU9RFGtX+jIYDEfmSzQ3N7tcnyw6OvqGvLw8LlZFve7OqTpszOW6TNS3Xfy1Desv02NEiMDmKw2wNkr46gGjc4vPV5PteH1n10ajfXWBHvOGHD8j/tl5ejw77+jz67634Z00Th0lIiIi6im9nkhTVdUXwDdwJJjsAK5WFOW73o6jVTw+AH7vfLpGUZR291p1JnOSO+jzyCLxHUwT9TpSyvK4uLiHs7KyHisvL8fHH3/8Y3V19aKXX355tbtjxo8ff0dRUdGzOp3uWgD7ASAwMLCysrIy5ODBg6NVVQ1TFKWs9TFDhgz5Micnx6PF5lNSUvx/+eWXFxRF+VPr8sjIyDEVFRVXAUBiYmLTyJEj3+/ESz2y1HNlZeUId42683V0RX5+/mexsbFJubm5M3bu3On/xhtv7MvOzp7y+OOP53e2r8rKytSWxzt37rwJwLut60NDQyNtNttz3RA2UaedN1JguBnIqtI6EqKuy60GJr9rw99m6HDhKMfPtLURSC6249Vkic/2McFF1B5fXx+tQyAiIupQrybSVFXVA/gYwFxn0V0AVqiqGujmELuiKMete+Uc0TbWzTFDVFVtvfZTsaIoGe2EdQ6AEOfjAT2ts0VmZubjcXFx07Oyss49dOiQ8a233lq1bdu21PDw8HeNRuPPVqu1vKmpaYzVar0gPz//goKCAkvbPoKDg7+trKy8av/+/cZXXnll3/fff3+vzWZbX1xcPKmgoODhnJycsREREY3FxcWmjuIJDg5u/uyzz/6Ym5s7Oiws7ImSkpLCioqKy+rq6u5taGjQ6/V6zJ49+5+KotR34mUeMJlMzY2NjYatW7decemll/5oMpnWlpeX1wYEBMiPP/64sbtfR1fl5uaeMXjw4D2FhYUxSUlJkRkZGbnr1q1bHxoa+rFer/+tqampsKamZlBjY+MplZWVFxUVFZ0KAEIIwJGsBgDU19dvCQwMrKmurg5YuXLlnPnz568ODg7+Z2lpaZ7Var1MSnl3Q0ODX0hISFNFRQV31KReM2PGDOh1ArdP0eEv6zgqjfo2ayPwwEY7HtjYuePilrndLBwA8LuP26/vinfSJN5J49po5D0sluP+pCQiIvI6vT0ibQiAc1s9/zeO7oDpyiEcXbustSlwvwj+bc5bi3cAXNfOOVqmddYA+KKddgNKZmbmeQkJCf/Kycm5q7a2Vr9ly5aJAJ5x1dZgMGDatGn7/fz8jvybZGdn/yEsLGxRWVlZWEpKiiUlJWVZ62PGjx9f3dTU9EJxcfHfO4pl3rx5/1m1atVta9asORPAma3rdDodzjnnnB+XLVvWqfXcpJTNw4YNW56dnf379PT0gPT09M9a6iwWC1RVjVMUJas7X0dXSSmrhRAj4uPjV2RlZc0vLS0Vv/zyy2loZyOKYcOGNcycOfPJ1lOmpZTNI0aMuLG+vv5/9fX1WLNmzRkAzmipNxgMWLx48febNm0aC2BYT70eIndumCDw0C9AdZf2CiYior6utLQUwCCtwyAiImrXgF4LSVVVC4CznU+/UBSlRst4vM2ePXvuDQ4ODp88efIbw4cPzw0JCWk2Go0wGAwIDg62x8fHl5966qlrrr766jm//vrr6HvvvffItFgpZXV9ff3whISEH0JDQxv0ej38/f0xbNiw2jPOOOOr66+/PspqtVZ4EseQIUNyAwMD48eMGbMpNDS00WAwICgoSCYmJhZfcsklf12+fPnCrry+7Ozsy8aOHatGRkZW+fj4SOcIrmN05+s4EVLKxgMHDpw5cuTIxIkTJ34VGxtbYjabbUajEUajEWaz2T58+HDrtGnTtl988cV/uv/++/0//vjjR9v2c/DgwY9Hjx49f/jw4Qf9/f3tBoMBISEh9vHjx+dfdNFFf/3yyy8X9fRrIWorKSkJABDsI3DjhOP/HxIR0cBQX9+gdQhEREQdElJyvQ7yPkKIeXCOOrz99tvvfuGFF1yOhqMBjx9g/cDq1asxf/58AEBGhcSo1238hyUiGoAWhuXj+xuGaB0GERF5F6+70j6gR6QREZF3iQ8ROG+k1/2uJCIiIiIiAsBEGhERaSwuLu6Y50un8lcTEdFAFBMTrXUIREREHeK3FSIi0lR8fPwxz+fGApO51jQR0YBTU8PliomIyPsxkUZERJpav379Mc+FELiTo9KIiAaciopKrUMgIiLqEL+pEBGRphobG48ru3SMwGB/DYIhIiIiIiJqh0HrAIhckVKugxfuzkFEvcPHIPDHk3R46Be71qEQEREREREdwRFpRESkqaCgIJflt0wU8NH3cjBERKQZiyVM6xCIiIg6xEQaERFpaubMmS7LBwUIXDWWA1OJiAYKo9GodQhEREQdYiKNiIg0lZ6e7rbujin8NUVENFAUFBRqHQIREVGH+A2FiIg0lZub67ZuQoTAGUM5Ko2IiIiIiLwDE2lEROTV7pzKRBoREREREXkHJtKIiMirnT1CYHSo1lEQEVFPCwjw1zoEIiKiDjGRRkREmpozZ0679TohuFYaEdEAEBISonUIREREHeI3EyIi0lRVVVWHba4ZJxDi0wvBEBGRZoqKirUOgYiIqENMpBERkaZSUlI6bBNoElAmcq00IqL+rKmpSesQiIiIOmTQOgAiIiJP3D5FhwCj1DoMIiLqISK/BMAQrcMgIiJqFxNpRETUJ8QECTw0m6PSiIj6q/XrrVqHQERE1CEhJa/uE1GfxQ+wfuDw4cOIjY3VOgwiIiIiIvI+XnclnWukERGRpphEIyIiAMjIyNA6BCIiog4xkUZERJpavXq11iEQEZEXyMzM1DoEIiKiDjGRRkRERERERERE5AEm0oiIiIiIiIiIiDzARBoREWkqPDxc6xCIiMgLzJgxQ+sQiIiIOsRdO4moL+MHGBERUT9RVVUFs9msdRhERORduGsnERFRa8nJyVqHQEREXiApKUnrEIiIiDrERBoREWmqpKRE6xCIiIiIiIg8YtA6ACIiIiIiIk/9nCOxt4yrOwwUlyUImH28bmYXEQ1gTKQREREREZHm4uLiOmzTaJO4/Fsb8mt6ISDyCvOH6WH20ToKIqKjOLWTiIg0NX/+fK1DICIiLxAfH99hm0/2SibRiIhIU0ykERGRpg4fPqx1CERE5AXWr1/fbr2UEs9ts/dSNERERK4xkUZERJras2eP1iEQEZEXaGxsbLd+Yy6wvbCXgiEiInKDiTQiIiIiIvJ6HI1GRETegIk0IiIiIiLSXFBQkNu6gxUSX+7nTp1ERKQ9JtKIiEhTkyZN0joEIiLyAjNnznRb99IOO5hGIyIib8BEGhERacpsNmsdAhEReYH09HSX5VUNEm/sZBqNiIi8AxNpRESkqQ0bNmgdAhEReYHc3FyX5W/ukrC2vw8BERFRr2EijYiIiIiIvJLNLvHidm4yQERE3oOJNCIiIiIi8kpfZ0hkVmodBRER0VFMpBERkaZiYmK0DoGIiLzAnDlzjit7fhtHoxERkXdhIo2IiDSVmJiodQhEROQFqqqqjnm+vVBi/WGNgiEiInKDiTQiItLUli1btA6BiIi8QEpKyjHPORqNiIi8ERNpRESkKavVqnUIRETkZfKrJf63R2odBhER0XGYSCMiIiIiIq/ySrIdTRyQRkREXsigdQBERDSwmUwmrUMgIiIvkJCQAACoa5L4b0r/GI0WZALuma7DRaMFhpmBumYguUji1RSJz/ed2Gs06oClUwWuSNRhZAjQbAfSy4C3dtmxLNV93z9dqse8IaLdvv+zw44/r2Emk4jIFY5IO0Gqqp6vquoPqqoWqqpar6rqQVVVX1FVNV7r2Lripptu+kEIIdvedDqd9PPzsw8aNKh69OjR64cOHTqtp2K45JJL9rSct6fO0RFVVeeFh4dLIYQMCwt7Xqs4utvs2bNbXtOerhyvqup1rX4uruvm8GiAmjt3rtYhEBGRF4iNjQUAfJAuUVKncTDdICYQSL5Gjwdm6ZBoEbBJwGwCzhimw2fn6vHy/K5/FQsyAZuu0OPp0/SYPEhACMDPAMyKFlAX6PH1BTro28+VobJBoqDG9a2qocuhERH1e0ykdZGqqkJV1TcALAdwFoBBAHwAxAH4A4BkVVUXaRhit5JSor6+XhQXFwfs379/Tl5e3m8xMTEPah1XZ917773Pt0oEzdM6HiICMjIytA6BiIi8wOrVqyGl7DebDHx2rh4jQgQyKyVmf9gM84s2BL1ow90/22CzS9w2WYebJnSQ7XJj2QIdpkUKlNZJLPnChsAXbPB/wYZrv7ehrkninHgdHjml/a96d6y1I+pVm8vb3zf2j38DIqKewERa190H4Abn408ATIIjmXYegCwAgQA+VlV1tCbRdQM/P787Fi1aFLlo0aLIq6++esx5551369y5c7N1Oh1sNhvy8/MfNRqNJ2sdJxH1bZmZmVqHQEREXmL1IYm0Uq2jOHHnjRQ4OVrAZpe44Esbfs1zlDfYgGd+k3hxu2PixaOn6GDs5DeyyYOASxMcB13/gx0rDjr6skvg3TSJezc4kmB3ThWI8O+e10NEREcxkdYFqqoOBnC/8+kKAJcpipKqKEqxoihfAzgdQA0cybQnNArzhNXV1VWtWLGicMWKFYXvvvvuvi+//PK1K6+8Mm7JkiU5gGOUWnBw8D+1jrMnKIqyrqSkREgpRVlZ2VKt4/EWiqK8LaUUztvbWsdDRERE/cvz2/rH2mhXJjpGmq0+JJFSfHz9M1vtsEuJqECB04d2blTaFYmOr3B7SiW+yTj+/VJTJSrqJfyNAheO6tqINyIico+JtK65BkCA8/HfFUU55jeYoiiZAJY5n16oquqg3gyuJymKYp8/f/69Pj4+AIDa2topGodERERERP2A1S8a32X2j0Ta75yL+f+Y5fr15FUDaSWOx51NpLX0vfKQ677rm4ENubJLfRMRUceYSOuac5z3+xVFSXHT5jPnvQ7Akp4Pqff4+PikR0REAAAaGhoC3bV77LHH4s4888wfR44caTWbzXaDwSADAwObhw0blhkfH39TV86tqqq48cYbl5x++uk/jBkzpjw0NNRuNBqlj4+PDA8Prx01atT62NjYcS6OmxceHi6feuqpO1oV/9R2U4W27TvabEBRlD9OnTo1KyIiotlkMklfX197RESEdfTo0V/5+PiEu3kNw8eMGSOFEDI8PPwHVVV9LrnkkmWjR4+uCgoKkkajUVoslpr4+Pj3hBB+7s59++23nz9r1qzd0dHRjX5+ftJgMEiz2dw8ePDg6tGjR29NSEj4Ywfvpe6aa6755/jx48uCg4PtRqNRhoaG1sfHx38nhAh1c4zbzQZcvK7A888//+P4+PiawMBAaTKZZERERNXIkSNfFUIY24uNBpYZM2ZoHQIREXmBVbVjtA6hW0T4A+H+jgRWe9NUd5c6/vQca+lc/wlhjvu0EvdJx93O8461uE+k3TVdh9xb9Wi4U4+i2/RY/Xsdbp0k4KPvXDxERAONQesA+qiTnPdb2mmzFYANgB7AFABv9nRQvUhI6fjFbTQaXe6pdPvtty/97LPP/p2fn3/Mb++amhp9TU3NcADLIiMjrywsLDxTStnciXOf+7///e/L2tra4ypKS0v9SktL5xgMhp1RUVHX5Ofnv9+JfjtFVVXflStXbvzyyy+n2my21lWioaEhsKSk5FxfX9/8QYMGLSoqKlrlrh+DwWBYvnz5/h9//HFIy3sKAGVlZf5lZWVXhYaGzhRCjG37Ht12220vvPvuu7fX1NQc05/VatVbrdaAoqKiqUajcQKAl92cWqxatWrr8uXLT2odf0VFhU9FRcXZZrN5nxBipJSy0uM3pRWj0Wj66KOPMtetW3dMMrGkpCSopKTk1tDQ0LOFEOOllNVd6Z+IiIj6l7I6ibd22tAfrvNHBRx9nFftPtmVV93S3vNRY2YTEGgSxxzvum95XCxtjQ8XqG+WqGkCIvwFzhgmcMYw4A+THRsY5Fg9DouIaEBhIq2TVFWNgWPtMwA46K6doigNqqrmA4gF0OnLa6qqGgD4dilIB7uiKMdnm7pBXV3d2JISx1h0f3//nLb1Dz/88OUfffTRcyUlJQgMDKwfPnz4soCAgA+joqKKTSbTvLy8vIc3bdoUW1hYOC8iIuI1ADd24vTNISEhZSNGjFgfHBy8FsDukJCQbIPBkNDc3Hz5rl27fn/o0CFDaWnpW0KIdVLKw87jNsydO3fQ0KFDn3jhhRduBoCQkJALZ8+evaml45KSkiZPg0hKSvr8iy++mOpcJ846ZMiQxyMiIr6OiooaWlZW9uCGDRtOrampMdjt9u+cCalDrvppbGw87ccffzTExsZui4iIeCwqKmpXcHDw/PT09Gd27NgRWF5ePiokJOSvAJ5qOUZV1YQff/zx9pqaGvj7+zeOGDHi5dDQ0OX+/v7ZZrM5qr6+/nfl5eUX7d69O8pd/DabLf7LL7/UR0REHIiKinp40KBBmy0Wy/RDhw698MsvvwyqqqoKt1gszwO43tP3pLWGhoY569atM0RFRe2NjIy8PzY2dpefn9+CzMzMR3/77bfQ8vLyYRaL5RsAv+tK/9S/JCUlYf78+VqHQUREGlqWKlFv7/tJNAAIaDXuvq6dy8W1zrpAUw/07fyrNtDFHIB1ORJv7LRjVZZEofPbQoQ/cON4gX/M1mFihMB3F+kx5V0bmrh5JxHRcZhI67zWI2xcLB16jCI4EmmdHLANALgKwFtdOK7FIQDDT+B4l1RV1a1du/bJhoYGAEBDQ8OTber91q5d+4YziVZVXV09aufOnUWtmmSoqvrOoEGDdn3xxRdjSktLrxdCPCSlzPXk/IqirFAUxdX7uR/AN88999yTr7zySuqBAwcMYWFh9wH4o/M4m6Ioxffee++R5GJFRUX5ihUrCjv5FkBV1ak//PDDIikl/P39ayorK0dWVFS0vMY9AFb+8Y9/fEtV1esaGxsNFovlHQDzXPVVXl5uiIiI+Cw7O/v3rYozXnnllU1PP/106qFDhyCl/ANaJdJKS0vPOXjQkcNtbm6+bOfOnctbHXsIwGYA7W4CUVVVpbdYLL8VFBScnJ+f3/InUoaqqj/V1NTkJicn66urqy9BFxNp5eXlBovFsj0/P396Xl5eS//7VFX90MfHJ2vjxo1BpaWl84QQ06WUv3XlHERERNQ/NNkkXtqhfcbmwVkCD83qWjLvqSSJBzZq/xo88cim4+MsrgX+lSSRWmLHigv1GB8ucN14gWWp/WPNOiKi7tQ/Lvv0rtYDpOs7aNsy7dHtOmLezM/Pz7x48eLBixcvHnzNNdeMvuCCC2754IMPMr/99tshADB48ODlNTU177U+pqys7LotW7b4AYDNZvuDlLKobb+KojTPnz//5oiICNjtdhEYGHhNd8V855137ho/fny28/wLu6vf1pKTk+/NzXXk/XQ63X2uXuOkSZNunT17dh0AlJeXzxVChLjqy2AwNBcXFx83Iu+2227bOWnSpFwAsFqtQ1qvKWaz2Y48bmxsPG5EoKdKS0svl1Ie85eUoiiF48eP/w0AGhoa/IUQw7q5/7JFixb9rWWzCovFck9X+yciIqL+4csDErlesNiDTggYdF276VvNzqxpNcfBr51hC/7OuupGz2P0uG/nX4vVHs+3cPjuoMTPOY7k2Tnx3KiAiMgVjkjzUoqivA3gbS1jqKure+G77757oW25wWCQMTExN2ZnZx83Ym7fvn0XNzY6/hoYPXr05sWLFw921XdERERObGwsiouL4ePjcwY6GEHVmqqqprVr1z6Wnp5+ZX5+/uCqqipDY2MjWq8x5ow/2tM+O+Pw4cOzWx5XV1d/4KqNoigNW7duXbN+/foldrtdADgZwA9t2wUFBe0tKyurctVHSEjIQQAxdrtdByAUjhGOGDRo0K9hYWEoKyuDxWL5Mj4+/rKMjIyNnXkNAQEBZdXV1Rmu6sLDw3c74wWAwXCMcuuUwMDAIqvVus9VncVi+V9CQsIrKSkpaGpqmu2qjafy8vIAANHR0Szvw+Xh4eHIy8vzmnhYznKWs5zlvVs+MsTtahS96pFNdpejtTqr9dpl0YECu9xsChDtvNSeX+P5qK+qRqC6USLQJI4c77pv4ezb466P2JIvcdoQgRHB3pFIKywqhG+t3et+blnOcpb3Xrm3YSKt81r/OupoDbOWHRe94Bpb92lubhYVFRXPCSFWtp2SWVZWNrLlcUpKSkZKirtNTY+SUkZ4em5VVaPef//9nRs2bOhwumxTU5OPp/12htVqDQcAX1/fmrq6ujJ37YYOHfornDu2Go3GOFdtdDpdvrvjjUZjbaunR3bvVBTlp3Xr1m393//+N620tDSmtLR0Q2hoaH1ERMS+gICA1aWlpS9lZ2dntfcajEaj2z2kfHx8Wi8t63bX0Pb4+Pi4TNIBgKIo5Z988kkNgIC6urquTHs+wt0HLMv7VvnkyZO9Kh6Ws5zlLGd575ZHAzgtFvj5sMtmfU5JHVBcKxHhLzDOAqzMct2uZUfN3e3s7OlKehkwPRIYFy4AuE7CtewE2rIzaF82eNBgRIccn9TT+ueW5Sxnee+Vexsm0jqvpNXjjhJALfWd/PXoNZsNXC+lfBsAbrnllqGVlZWX7N2796Hk5OQgq9UaHBISsk4IMab19L3GxsZ29gZyTUrpccJrzZo1q1qSaJGRkTkxMTFv+Pj4/Ozn53fIx8enFgBMJtMvX375ZbyUskcuozU1NRkBQK/Xtzu1NyQk5MjPio+PT7ibZjY35W0d81rmzZt3it1uf3nr1q1XHTx40LeiosK3oqJiIoCJQoi/xMTE7K+vrz+/tLR0t8vOhPD0cmtX38N2r3+aTKYGAAHNzc2mLvZP/cj69esxd+5crcMgIiINLZ2qw8+H+8YaY574KUfikjECZw4XeG7b8cms6EBgnPOvwzXZnUt2/ZQtMT1S4Mxhrv9M89EDc2IcdWsOdT6RNjPKcWxmZd9PwhER9QQm0jovD44RZoEAXI4yAgBVVX3guMAGAHu7cB6v2mzgtddeywbwjKqqHyxbtuzg1q1bfSsqKkYGBwf/AcDLLe2MRmPr5JK+7RpZJ0JV1ZHbtm0bBwAhISEHCgoKxrRaKP+I8847r0ujqDxlNBqbAJhsNlu7ic7Kysojo60aGhpK2mvbWYqiNCqKcjOAm2+99daZhw4dury8vPyM7OzsxPz8fH1eXt4oHx+fHc4dQ7u8jtoJaDeh2tjY6AMABoOhsXfCIW/WMh2ciIgGrnPiBaJMdchv7NE/43rNh+kSl4wBFgwTmBgBpLbZouwv03TQCYG8aomfOplI+2iPHffM0CHRIrB4hMCKg8cef/NEgRBfgdomieUHOtf3WcMFThviSKS17ZeIiBy42UAnKYoiAexwPp3ZTtOpAPTOx9t7NKhepChK/jnnnLM0IMCRJ2lqanpCCHEkIRscHNx6PS23icYumtiyyH9jY+PrrpJ0qqoaS0pKXK7L1l3MZnMJANTX1wcIIULdtcvOzp7V8ripqelgT8Xz3//+d8v333+/dPPmzRMefvjhoEsvvXSTEAINDQ2msLCwf/TUedvT0NAQ765OVdXQkpKSAADw8/Pr9GhNIiIi6n/0OoHzI/rJ3E4AXx2Q2JwnodcJLD9Pj5nOZeBMeuAv0wSWTnEkq/7xix1NLi47Z96sh7zLgLcWHv91LbkI+HiP46C3F+pwdpyjL50Arh4r8NRcxzHPbZMobjM/5d4ZAm+cpcP8YQKBxqPl4X7A3dMFvjjPceyeUok3dzGRRkTkCkekdc03AOYAGK2q6gRFUXa6aHOx894O4NvOnsAbNhtwJzIyctlpp532yHfffTe4trY2OCgo6GYArwLAmDFjPjUYDLObm5sRGhp6M4B7u/HUPs3NzQAAnU7n8me3vLz80pSUFL2rOgDQ6/UNrZ92JYjY2NiNAC4BgMDAwCvQakReC1VVffbu3XuGM1Zpt9u3dOVcnaUoSh2AP/7yyy87Dh8+DAATeuO8bVVXVw8SQoyWUu5rW1dSUnLpnj17AABGo3FTrwdHXicoKEjrEIiIyAvcfVo4PvjMsaB+f3Dx1zasv0yPESECm680wNoo4asHjM4tPl9NtuP1nV1LVt280o74EIFpkQLfXaRHTZOEXgC+Bkff32TY8Y9fjs/Q+RgEbpigww0TALuUqGpwrLIW6nt0mmhqscS5y21o9HQBEiKiAYYj0rrmXQAt13eeaFupqupwAIrz6ReKohT1Uly9QlEU+ymnnPK3llFpUspHhRA6AIiIiFh28skn1wNAdXX1XRaLZXZ7fV177bWz2hvV1UamxeKYLWk0Gq9sW6mq6qCvv/76lZoa98tzhYaGHhbC8YeCwWCI8fC8x5g0adJTMTGOQ6WU/xJCHLf+2c6dO1/+5Zdf/J3nXC+lrOjKuVy5/vrrZ5jNZndrrqGqqiqhosJxOiFEt04p7QyLxfJhy89FC1VVw77//vunGhoc+czS0tKnNQmOvMrMme0N7iUiooEi2mLGjRO8Y6fI7pBbDUx+14YnNtuRXiphEIC1EVibbcfvv7bhttVdXwHF2gjM/tCGv623IblIQkqgwQb8miehrLTh3OV22Fzk6D7da8fjv9qxNtuOHCtg0AH+BiCvWuK7g3bc8IMN09+34ZDLPeWJiAjgiLQuURSlUFXVJ+BIop2jqur/nI8L4Jju+SIca0RVA/i7ZoH2oPDw8PdOO+20//vuu+8iqqurwwMCAi4H8IGiKDWHDx++ft++fR8VFRXprVbrxjFjxvxgNptfDwwMTA4PD/e12WyTq6urF+fn5y/cs2dPKIAZALZ6cNqtEydOrFy1alVweXl54tChQ7cMHjz44aFDh2bp9foL9u3bd39KSkrAoEGDmoqKioyuOjCbzVsiIyORn5+P4ODgJydNmpQtpdw6dOjQpvz8fPu2bduaOgpCUZTtSUlJ37355puLampqAoODgzMmTZr0qMVi+SYqKmpoeXn5g+vXr5/b3NwMk8nUXFpael2n3twO6PX6R+vr6xfEx8enhYSEfOnj47MqJCQk29/ff0hTU9NlaWlpSnW1Y6PY6urq40bL9YaQkJDm0tLSqVFRUWknnXTSfUOGDNkVEBBwZkZGxhO//fabGQAsFsu6kpKS37SIj7xLeno6EhMTtQ6DiIg0tmHDBvx52hl4YbsN9n4yq9DaCDyw0Y4HNnbuuLhlHQ8Ha7IDTydJPJ3k+dCx3aXAgy5GqhERkeeYSOu6fwKIB3ADgEudt9aqAVyqKMpxU9v6A0VR7MXFxff+/PPPb9TU1ECv1z8F4AMAePTRR/9XVVUV+NVXX/03KytLv2/fvrMBnN1Odx0mr5znbC4oKLhq9+7dX+fm5oqcnJwZOTk5323dejQHFxERkTRnzpzgzz//fIybPpJ++OGHzOXLl8eVlpbGlJaW/gQAO3cemZ3r0WXQGTNmXFRRUbHxyy+/nFpZWWlOTU19BsAzrdv4+vo2BwUFLSoqKsrypM/OaGpqEgcPHhwPYDyAB9rWCyEQGRn5Rl5e3nfdfW5P+Pr6bpg3b97EdevWJeTn5y9PTk4+pj40NPRQaWnpuVrERt4nNzeXiTQiIgIAxIUInD9S4Iv9/SSTRkRE/Q6ndnaRoihSUZQbAVwI4EcAxQAaAGQC+C+AyYqiaJLE6C0RERFvz5kzpwQAqqqqYvz8/I4kRp5//vnXb7vttsjFixd/lJiYWBoSEmI3GAwwGAwwm83NQ4YMyR83btwncXFxk6WUKZ6e86GHHvr2qquumjNr1qx94eHhdr1eD39/f3tUVFTRyJEjHykuLj5Zp2v/x3rhwoVTFy9e/P3w4cPr/Pz80DLVszMURan/7LPPpl1//fV/njJlyqHw8HCb0WiEyWSSERER1aNGjfrabrdHFRUVrep05x2IiIi4acmSJU/NmDFj19ChQ2tCQ0PtBoMBRqMRYWFh9fHx8TuGDRu2IC8v76buPrenmpqaGi+//PK4c88994u4uLg6f39/GI1GhIeHW+Pj4/9bXl4+Skpp1So+IiIi8l53TuVXFCIi8l5CSl7tIaITp6rq8GeffTZz3759sFgsP5aUlCzshdPyA6wfWL16NebPn691GEREpLGWqf5SSkx/34ZthVpHRN4g4ybHhg1ENGB53QcAL/cQEZGm5syZo3UIRETkBVqm+QshOCqNiIi8Fn9DERGRpqqquDUYEREBW7ZsOfL492MEogI0DIaIiMgNJtKIiEhTKSkeL5NIRET9mNV6dPlUk17gTyfxqwoREXkf/nYiIiIiIiKvo0wU8NVrHQUREdGxmEgjIiIiIiLNmUymY56H+wtcPc7r1pgmIqIBjrt2ElFfxg+wfuDw4cOIjY3VOgwiIvJCu0skxr1t0zoM0hB37SQa8LzuA4Aj0oiISFNMohEREQBkZGQcVzY2XGDBcK/7DkVERAMYE2lERKSp1atXax0CERF5gczMTJfld05lIo2IiLwHE2lEREREROS1FgwXSAjTOgoiIiIHJtKIiIiIiMhr6YTA0qn82kJERN6Bv5GIiEhT4eHhWodAREReYMaMGW7rrh4rEObbi8EQERG5wUQaERFpavLkyVqHQEREXs7fKHDLJK6VRkRE2mMijYiINJWcnKx1CERE5AWSkpLarf/jZB0M/PZCREQa468iIiLSVElJidYhEBFRHxATJHDJGI5KIyIibTGRRkREREREfcLSKfz6QkRE2uJvIiIiIiIi0lxcXFyHbaZHCZwS0wvBEBERuSGklFrHQETUVfwAIyIiGmAamiWa7FpHQb3hp5/WYfGCedAJTuklGsC87gPAoHUAREQ0sB0+fBixsbFah0FERH2Ej0HAR+sgqFcE++mZRCMir8OpnUREpKk9e/ZoHQIRERF5oblz52odAhHRcZhIIyIiIiIiIq+TkZGhdQhERMdhIo2IiIiIiIi8TmZmptYhEBEdh4k0IiLS1KRJk7QOgYiIiIiIyCNMpBERkabMZrPWIRAREREREXmEiTQiItLUhg0btA6BiIiIvNCMGTO0DoGI6DhMpBEREREREREREXmAiTQiIiIiIiLyOklJSVqHQER0HCbSiIhIUzExMVqHQERERERE5BGD1gEQEdHAlpiYqHUIRERE1Iell0pc8JVN6zC81rOn6bA4nmNoiLoLE2lERKSpLVu2YObMmVqHQURERF4mLi7Oo3YvbLdjb1kPB9OHWZu0joCof2FamoiINGW1WrUOgYiIiLxQfHx8h21K6yTeTZO9EA0RkQMTaUREREREROR11q9f32EbNVWirrkXgiEicmIijYiINGUymbQOgYiIiLxQY2Nju/VNNon/7LD3UjRERA5MpBERkabmzp2rdQhERETUB326TyKvWusoiGigYSKNiIg0lZGRoXUIRERE5IWCgoLc1kkp8dxWjkYjot7HRBoREWkqMzNT6xCIiIjIC7W3q/evecDWwl4MhojIiYk0IiIiIiIi8jrp6elu657bxtFoRKQNJtKIiIiIiIjI6+Tm5rosP1Qp8cV+2cvREBE5MJFGRESamjFjhtYhEBERUR/y0g477MyjEZFGmEgjIiIiIiKiPsHaKPH6TmbRiEg7TKQREZGmkpKStA6BiIiIvNCcOXOOK3t7l0RlgwbBEBE5MZFGREREREREXqeqquqY53Yp8cJ2bjJARNpiIo2IiIiIiIi8TkpKyjHPv82QyKjQJhYiohZMpBERkabi4uK0DoGIiIj6gOe3cW00ItIeE2lERKSp+Ph4rUMgIiIiL5dSJPFTDhNpRKQ9g9YBEBHRwLZ+/XrMnTtX6zCIiIjIyyQkJBx5/Py2nl0bLcgE3DNdh4tGCwwzA3XNQHKRxKspEp/vO7EEnlEHLJ0qcEWiDiNDgGY7kF4GvLXLjmWp7vu+eqzArGiBKYMFYgKBcD/HsYeqgDXZEi9tt+NAxQmFRkRdMGBHpKmqOlJV1TpVVaXzdp3WMXXWTTfd9IMQQrbcLBZLSkfHvPrqq6eHh4fL1scJISJ7I15X2ryG4VrEoKrq8DFjxkghhAwPD/+hq/3cd999E+fPn79m5MiRVWaz2W4wGKTJZJLBwcFNQ4cOLRw/fvx3U6ZMuUEI4dud8RP1dY2NjVqHQERERF4oNjYWAFBYI/Fhes+NRosJBJKv0eOBWTokWgRsEjCbgDOG6fDZuXq8PL/rX5uDTMCmK/R4+jQ9Jg8SEALwMwCzogXUBXp8fYEOeuH6WHWBDn+YrMPMKIGoAKC2yXHsuHCB26fosPM6PS5LcHMwEfWYAZtIA/AqgH6V0CgvL58ghBjcXpvt27f/tbS0tLdCOiGqqs5rSfqFhYU9r3U87bnllluefv3111PWrFlzekZGRpDVahU2mw1NTU2oqqoy5OTkDEpLSzt7x44dbwC4rO3xCxcurBBCyICAgIqejPOSSy7Z05K47MnzEBERERGdqNWrVwMAXk22o7EHB6R9dq4eI0IEMislZn/YDPOLNgS9aMPdP9tgs0vcNlmHmyZ0LWG1bIEO0yIFSusklnxhQ+ALNvi/YMO139tQ1yRxTrwOj5zi+mv5aykSl39rwzC1GT7P2WB52Qaf52w49aNm/Jon4WsQeGuhDvEhJ/DiiajTBuTUTlVVrwIwH0AmgH6xyrWvry/q6+tFUFDQTQCecNVGVVXf3bt3n9mqfa/G2F899NBDt3700Ud3W61W6PV6DBs27NdBgwa9DmDbkCFDmm0224zKysrz8vLyTt+3b1+QzWbTOmQirxIUFKR1CEREROSl6psd0yt7ynkjBU6OFrDZJS740oaUYkd5gw145jeJ6ACJO6cJPHqKDu+k2dDUiYTe5EHApQmOJNn1P9ix4qDjddgl8G6aRIiPHS+crsedUwVe2A4U1x57/NKfjj+ZTQK/5AILP7Ph8K16BJkELk8QeHwzr5MT9ZYBNyJNVdVQAM8CsAG4U+Nwuk1iYmIxAOh0OsVdm+rq6guTk5ONAJCQkFDQW7G15/XXX18opRTOW5bW8XTFli1b/mW1WgEAISEhV2ZkZMz+9ddf3/z1119TPvnkk7TPP//8rdWrV5+/e/dus6IoFwP4RduIibzLzJkztQ6BiIiIvNRH6RJFtR2366orEx0jzVYfkkeSaK09s9UOu5SIChQ4fWjnRqVdkej4ur2nVOKbjOMTXWqqREW9hL9R4MJRneu7qhHYX+54HB3I6Z1EvWnAJdIA/B+AQQBeAtDhmmJ9xZAhQz41GAyorKwcKoQY46rN9u3bl9bW1sLf379y5MiRlb0dY3+kquroAwcOBANAQEBAaUlJyYfttX/llVc+l1Lu753oiPqG9PR0rUMgIiIiL2SxhOP57T27ycDvhjiSUD9muR7RlVcNpJU4Hnc2kdbS98pDrvuubwY25Mou9R3mC4wOdTzOrORoNKLeNKASaaqqngrgBgD5AP6hcTjdaufOnV+PGzdOAkBoaOif2tarqmpJS0ubBgC+vr4fC9H+B/Wtt94698wzz/xs7NixxRaLxWY0GqXJZJKhoaH18fHx24YPHz7H3bH33nvv8602EJj397//feacOXOSo6OjG/38/FrKJwPuNxuYPXu2vOWWW35qWc+tvLz8jjYbJEghxLyW9vfcc8+Ic8455+WTTjrpUGRkZJOPj480GAzSbDY3DR8+PHPUqFG3ev5udkp4dXU1AECv19d09uCW1//jjz8GA0BtbW1w29fZegMEVVV9L7vssj+eeuqpv8XFxdUEBQVJvV4v/f397VFRUeVjxoz5QAgR0vY8Lf8mn3766ZEka9vzhIWF7Wmp82QttY7WsFNVNeiCCy54LyEhoTwkJMRuMBikr6+v3WKxNAwdOjRv4sSJHwUFBQ3r7HtG/U9ubq7WIRAREZEXKrdMRKqLUWLdJcIfCPd3fC9Ka2cZ6d2ljj+Jx1o6139CmOM+rcR9omu387xjLZ4l0iL8gUUjBFZerEegSaCqQeKdNCbSiHrTgFkjTVVVI4DXAAgAf1EUpUpV1TCNw+o2mZmZlVdcccX2lJSUqY2NjVcA+HPr+qKiout27dolAKCsrOxFAKe560tV1Unffffdzzk5OcfVVVRU+FRUVEzR6XTrY2JiHsrNzX2svbjmzJmz+I033vhrYWFhj443/u2333avW7fOp2251Wo1WK3W4QBeHTx48KVFRUWnSym78zdNWUBAAACgtrY2RggRJaXM78b+j7Fr165lH3/88VVty+vq6kRdXV1IQUHBFUFBQecZDIaTmpubNRv5pqpqzFtvvbV78+bN5tblNptNNDQ0mMrKyqJycnIuCwgISAXwT43CJCIiIiIv9sjaCgDmjpp1WVTA0cd51e6/IuRVt7T3/CuN2QQEmsQxx7vuWx4XS1t/P1ng8VP1x5UfrHBsRtCTU1+J6HgDJpEG4B4AYwGsVhTlf93ZsaqqBpzYDqB2RVFO+ONvypQpLy5fvvydmpqaMCHELCnlry11O3bsuK25uRlmszmvsrIy7ZJLLmmvK+nn51c8duzY7WazeaVer98dGBiYERAQMKK5ufn8vXv3Xrd3717fgoKCR/V6/QqbzbbdXUepqal/ra2tlQkJCW8HBgb+Nz4+vr6srOzsVatW5bUXwOjRoy1nn332ac8///wXZWVlsFgsy2bOnPlgS31DQ4N9zZo1ZS3PdTpd0ahRowpCQkK+9/HxSdHpdHsGDx4c2tTUdFpubu7t27ZtG1xUVDTPYrE8AKDd5F8n7Y2Pj7dmZmYGNTc368PCwlLHjh37t/T09HellM0dHezj43PBokWLzI2NjftWr15t9vf3r5o3b97o1m1ycnKqWh7bbLbqmJiY3PDw8O+DgoI2SSl3R0dHVzc2Np5UXV19y44dO04tKysLMJvNa4QQw1qShoGBgfcsWrTonz4+PhuXL18+EgAWLVoU2eY8nR5R587mzZvfbUmiDRkyZMfgwYOfNZlMO6KiopqklJOsVuv5BQUFizIzMxu765xERERE1H/sL5fYUNKzGxIFGI8+rmvnL/daZ12gqQf6bnL2bXTfproRKKiR0AsgwjmCLrNS4va1diR5xcrXRAPLgEikqaoaD+ABAI0Ajpv22A2uAvDWCRx/CMDwEw0iKCjos8mTJ7/+66+/Gi0Wy1IAvwKAqqojUlNTRzibLeuoH0VRUhVFGeSiaj+AH1VVfURV1UPbtm0zWSyWp+HYAdWlyspKERoaek56evqKVsWpHcXw9ttvl6mqWt4yBdVut9euWLGi0F37NWvWDHVT9Yuqqk/FxsamL1++fFRtbe1dQojHu2tUmqIo8tChQ3/dtm2bWl5ejrKysvCysrI3fHx8Xh86dGiR2WxOM5lMK/bu3buspqbG2vb4l19+uQ5A3cKFC1vike29zpdffvkPL7/88h9cVKUBeP/++++/64UXXvi/qqqqIUKIMwCsBoAHHnigEUDhJZdccmTL0PbOc6KysrJmA4DZbM7Jzs6e0qZ6P4DPeurc1PfMmeN2pjgRERENUC9ut0PC9QiwB2cJPDSra6sUPZUk8cDGnl13rbu9sF3ihe2OP+P9DMBpQwSemqvDtxfq8VG6Hdd8b0dz33pJRH3aQFkj7VU4Row9oyjKXq2D6SmKotQmJiauA4Dq6upzhBAGADh48OAfMzIyIIRAVVVVh4k0D85TMG7cuC0AUFNTc3J7bcPCwraWlZWtaK9NT1MUxTZ79uyXAaCurs4MYHQHh3TKE088sezKK6+8bdSoUQ0tZQ0NDSInJ2dwWlra6Tt27Hi2qampMi4ubmNAQEBUd567reHDh7+SmJgIAAgNDf19T56rPVJKHQAYDIainjxPXl4e8vKOH9zI8r5VnpWV5VXxsJzlLGc5y1nOcu3LV7lZoB8AdELAoOvaTd8qN1fTdPSxXztDTPydddWdmEvhcd/OkWjVTe7btFbXDPyQKXHKhzZkVkpcnqjDn07yfMqpt/z7spzlnSn3Nv1+RJqqqlcAOBNAFoDHe+IciqK8DeDtnui7s6ZMmfLsF198cWZFRYWfwWA4G8A3qamp10gpERoaurusrMyjVb1VVdVt3Ljx7rS0tFvy8vJiKyoqjA0NDWg7kKu+vj5ACBEkpTxutBUA1NXVfXjir8ozf/rTn5YkJyc/lpOTM6akpMSvvr4edrvLSzOjAXRrQvWll156VVXVN3/66aelBw8evCo/P39Ufn6+T3OzYxx3U1OTyMrKOsXf3/+gn5/f9Lq6ul1dPdezzz4buWbNmpcOHjx4emFhYUhNTY2uqen437xCiPFdf0UnJjw8PBPAmPLy8qmjRo16/sCBA3+XUnbb1NEW0dHRLO8H5Tk5OZg///iBrd4WJ8tZznKWs5zlLO+98uvG6XDfBtfDrB7ZZMcjm058CFbrtcuiAwV2udkUIDrQcZ9f4/mklqpGoLpRItAkjhzvum/h7NvjrgE4Em/vpEk8PFvghvE6PL/N1vFB8J5/X5azvDPl3qZfJ9JUVQ0F8G/n09sVRanTMp7eYDQaV0+ZMqVm7dq1AcHBwXeqqlqYnJwcDgANDQ3/8aQPVVWDvvrqq+QffvhhhJtEVFvBANwl0va4Ku9u119//SeffPLJ72traz1pHtwTMSiK0qAoylMAngKAe+65JyIjI+PqoqKiG1JSUsZZrVbU1tb6BgUFrRRCxHRleulDDz208MMPP/wmIyOjw/+7dru9R16nJ04++eSbtmzZsj4nJ0ccOHDgDoPBcMeQIUMKQ0JCfhNCfLhz585PpJSe/bYnIiIiogFHmSjwyCaJelvP7VlWUgcU10pE+AuMswArs1y3a9lRc3c7O3u6kl4GTI8ExoULAK7/9G/ZCbRlZ9DOyLU6jokP6fShRHQC+nUiDcBDAAYD+FpRlG966iTestkA4JjGuGvXruVr1669qrKycs6WLVvuyc/Ph16vt9XW1n7gSR9bt2798LvvvhsBABaLpXTo0KFv+vn5rfLz8zvo4+NT7Sz/33vvvTfPeUh7P0c9nrx89NFHlU8//fT3tbW1CAgIaIyLi/tfUFDQNyaTKc1oNFaYTCb7nDlzLrvvvvue9yDebvP0008Xw5HI/fd999131ZtvvvleUVERrFZrFIA5ANZ3pj9VVUNWrVr1ZUZGhkEIgbi4uC0Wi+UDHx+fzSaTqdDX17dBr9eLwsLC/KSkJEDD/99//etfNxYVFZ22cePGN3fu3DnSarXi8OHDgw8fPrwEwJKAgIC34+LiXsrKyrq7m3dRJSIiIqJ+IMxPYH5IHr4tjenR8/yUI3HJGIEzhws8t+34P0ujA4Fx4Y7Ha7I792frT9kS0yMFzhzmOhnoowfmxDjq1rQzldWduGDHsZ5OCyWi7tHfE2lxzvtzVVXt6JPpLVVVWzYMiFMUJasT5/GKzQZajB8//vno6Oir8vLyDF999dX5ABASErKppKSkqoNDoapqQHJy8iIACAgIqCgtLY0tKSmpb9vu6quv9u+ueE9Uamrq3TU1NRBCoKmpafLOnTvT27Z54oknNI33n//85/vZ2dlLP/zww6kA4O/vPwudTKRVVFRcsXXrVh8ACAsLey0jI+PWtm1UVQ155ZVXuiNkT36TG2w294PKnnrqqQ0ARv373/8O3LRp05UlJSVLSkpKZh04cMBSU1Njqqmp+WtEREQEgGu7I2DquxISErQOgYiIiLzQBRG5PZ5I+zBd4pIxwIJhAhMjgNTiY+v/Mk0HnRDIq5b4qZOJtI/22HHPDB0SLQKLRwisOHjs8TdPFAjxFahtklh+4Ng6vQBs7ZzO4gdcP96RSNtwmNeliXrTQNlsYEBRFGXb5MmTiwGgtLRUDwBVVVXPeXj4mLy8PB0A+Pr6fiulPC6J5ux3ZLcE2w1KSkqGAkBQUFBuQ0PDcUk0ADh06NDs3o3qeIMGDUpueWw0Gjs97TI7O3tOy5prpaWlr7ppNr47FmfU6/VH/t2FEH6u2tTX18dWV1e7qjrGX/7yl+rPPvvstXXr1p2za9eu8Ntvv33RyJEj7QBQWlp6lRDCfMIBU58WGxurdQhERETkhYb61uLsuJ6b2gkAXx2Q2JwnodcJLD9Pj5nOrcFMeuAv0wSWTnGc/x+/2NHkYtWbzJv1kHcZ8NbC479aJxcBH+9xHPT2Qt2R16ITwNVjHTtvAsBz2ySK28xPunemwFsLdTh9qECA8Wi5vxG4YJTApsv1iAoUaLJJPLmFW3YS9ab+PiLtTgAPt1MfDaBlR8l/APja+bhTmQhv2mygxcSJE9/5/vvv75JSwmQy1Tc2Nn7r4aFHFsiHm5+PV199dUZKSkpYtwTavia9Xt9uLABgs9kMwNGdIttSVdU/PT39+JXMe1llZWXLCEnU1NQcaF2n0+maAUBK6fYvhebm5tbTh/Wu2iQnJy8tLi52VdVyniMDv4UQenfrlAUGBuYDmOx8OgpAats2KSkpV7T6WfHY008//X1+fv7WAwcOzLDb7ToA8QB2dLoj6jdWr17tcrMBIiIiGtgmTZqEO2sEvs/s2RFXF39tw/rL9BgRIrD5SgOsjRK+esDo3OLz1WQ7Xt/ZtRhuXmlHfIjAtEiB7y7So6ZJQi8AX4Oj728y7PjHL8cnwgw6gevG63DdeMAuJaoaHCPUQnwAvc5xbGWDxPU/2LG9sIsvnIi6pF8n0hRFyWyvXlXVilZPsxVFSe7RgHpRXFzcw2efffaq5uZmfX5+flZqaqqnM+ezLBYLCgsL0dDQMF8IYZJSNrZUqqrq/80333zRS1vSlgYEBAAAdDrdMHeNzGZzKYCImpqaSCHESCnlMUmqrVu3vr9p06YTWcPOLVVV41999dV3Kioq/pGZmbnGXbsnn3xy+oYNG+YBgBACzc3Nq1rX+/r6VgGwNDY2BgghDFLK4zJUERERuwGcDwAWi+VaANtb1z/22GOnr1ix4sL24vX19W29RGoUgMOu2sXFxa3W6/Vn22w2WCyW2wHc1Lr+X//61ylr1651mflQVTXg7bffnrpp0yaXU1dVVdVVVFQMaVXUyWVbiYiIiGggMJvNmB8uMNbS+YX+OyO3Gpj8rg1/m6HDhaMEhpsBayOQXGzHq8kSn+3reiLP2gjM/tCGO6cJXJ6gw8gQoMEO7CiSeGuXHctSXff95k47yuslTh8qkBgmMDgAMBuBsnpgT5nEj1l2vJ4qUdgtK20TUWf060TaQKYoSo2iKCu7cFz+ypUr9+/evXtUdXV1eGRk5M5p06bdHxkZuSswMPCMQ4cOPbJ58+bwiIiIxuLiYlNPxN7KgdjY2MbMzExTTU3NgvHjx19tMpm+j46OttbU1Mh169Y1SSllQkLCp99///1tdrtdBAcHb5s8efIDISEhq6Ojo8cUFRU9vHHjxkkWi6Wn4vUrKys7JTs7e/XgwYPLIiMjf/T19f3WZDKlDBo0qE6n0020Wq3X7dq165zc3FwdAISHhy8vKirKad1JZGTkdgBxNptNP3To0DenT5/+6ODBg3MAID8/v2nbtm32IUOGvDNy5Mj7Dxw4gIqKij+PHj06JCws7NX4+Pim2traP2zduvX63NxcMXjwYBQWur4sNWTIkPVCiNOklIiOjn57+vTpS4ODgw/4+vrKffv2Ne/bt8/mjPG9iRMnPr1jxw59eXn5jaNHj0ZYWNjzI0eONNbW1irbt2+/uaioSPr5+Ym6uuP2k4goKSlZFx4ebo2Kilrp5+f3tZ+f37bIyEgppZxeWlr6t/Xr10cBQHBw8MGKiors7v0nISIiIqL+YMOGDZg/fz6WTtVBWdmz0xetjcADG+14YGPnjotb1vFG9E124OkkiaeTPN+0PscKvLhd4sXtXP+MyNswkUbHOfXUUy9OS0vbtmfPHkNBQcHogoKCz1rXh4WFZZ111lkZ77///hk9GYeiKM07d+58f9OmTTfU19eb0tLS3gWAHTuOzAL8HYB1Y8aM+duZZ5554cqVKyMrKyvNKSkpL7bux9/fv/78889/fNmyZY/3QJgNvr6+EoAoKioKKyoquhzA5e4aR0VF/ZSfn39p2/LJkyc/GhcXd2FmZqbIzs6+Ojs7++qWOovF8iOAhYqi7EtNTX0pLy/vz7W1tWL//v3XALhmy5YtABwj3SIjI58ePnz4Pe0k0l496aST7t2+fbsxLy/vjLy8vJ0tdaGhoXsBJACAoijFe/bseeDgwYP/rKysxP79+28EcGPLuUwmk23evHkPbtu27QkXiTQIIURpaam5tLT0YgAXu4olKCjIWl1dvcDde0UDR3h4uNYhEBERkRe7KlHgvvVAqcvVm4mIehcTaXScpUuXptbW1o5fuXLlR3v27JlQWlpqMBgMMjg4uDIoKOjDAwcOLPXx8fmmN2KZMGHCzZdddlnVtm3brsvLywuurq4WdvuxV6MURakGMNrPz++dlJSUs/Pz832llAgMDKwLCwtbf+jQoWunTZt29rJly7o9PkVR9peUlIRu3br19vz8/HOLi4tHlZWVBVVXV+tsNht8fHyk2WyuDg4O3mmz2R45cOCAy1GCiqKk7t+//+z169e/nJWVNay8vNzQ1HT8bNz//Oc/tzc3N+/99ddfH8rKyoqoqakR/v7+zaGhoVk6ne6ezMzM5bNnz76nnXjz8/LyZvj7+7+bkZGRUFpaamxsbHTZ9t///ve/Ghoacjdv3vyvgwcPRlmtVhEQENBssVhSKisrr7nooosGbdu2zdWh2bNmzbooJibm+oKCghllZWUhVqvVVF9fD19fX3tISEhpYGDgF/v27fuLlJKD0QmTJ0/WOgQiIiLyYn5GgVsnCzyxmaOziEh7Qkp+GBFRn8UPsH4gOTmZyTQiIiI6Tnp6OhITEwEAedUSw1Wby50zqX0fLdHhsgSX+7IR9QU9u3VvF/B/ExERaaqkpETrEIiIiMgLtSTRACA6UODSBK/7Pk1EAxATaUREREREROR1WtbnbbF0Cr++EpH2+ElEREREREREXsdqtR7zfGqkwJxYjYIhInJiIo2IiDQ1f/58rUMgIiKiPuLOqfwKS0Ta4qcQERFp6vDhw1qHQERERF7IZDIdV3ZuvMBwswbBEBE5MZFGRESa2rNnj9YhEBERkReaO3fucWV6ncDtXCuNiDTETyAiIiIiIiLyOhkZGS7Lb5wgEHT8YDUiol7BRBoRERERERF5nczMTJflZh+BG8aLXo6GiMiBiTQiItLUpEmTtA6BiIiI+pjbp+jAVBoRaYGJNCIi0pTZzBWDiYiIqHNGhAicN5KpNCLqfUykERGRpjZs2KB1CEREROSFZsyY0W79nVP5dZaIeh8/eYiIiIiIiKjPmRMLnDRI6yiIaKBhIo2IiIiIiIi8TlJSUrv1QgiOSiOiXsdPHSIi0lRMTIzWIRAREVEfdckYgcgAraMgooGEiTQiItJUYmKi1iEQERFRH+VjELhtMr/WElHvMWgdABERDWxbtmzBzJkztQ6DiIiIvExcXJxH7W6dJJBj5Q6eruTm5iI+eIjWYRD1K0ykERGRpqxWq9YhEBERkReKj4/3qF2Ev4C6QN/D0fRN69dnYXrUUK3DIOpXOAaWiIiIiIiIqB+aO3eu1iEQ9TtMpBERkaZMJpPWIRARERH1SxkZGVqHQNTvMJFGRESa4pVSIiIiop6RmZmpdQhE/Q4TaUREpCleKSUiIiIior6CiTQiItIUr5QSEREREVFfwUQaERERERERUT80Y8YMrUMg6neYSCMiIiIiIiIiIvIAE2lERKQpXiklIiIi6hlJSUlah0DU7zCRRkRERERERERE5AGD1gEQEdHAlpSUhPnz52sdBhEREQ10P+4AbHato+jYiMFAQqzWURANWEykEREREREREV38f0B1vdZRdGzCMCDl34AQHTaNi4vrhYCIBhZO7SQiIiIiIiLqK3YeAtbu9KhpfHx8DwdDNPAwkUZERJrilVIiIiKiTnr+W4+arV+/vocDIRp4mEgjIiJN8UopERERUSd9uxXYl9dhs8bGxl4IhmhgYSKNiIg0xSulRERERF3w4gqtIyAakJhIIyIiTfFKKREREVEXvLUWKK9ut0lQUFAvBUM0cDCRRkRERERERNTX1DYAr69ut8nMmTN7KRiigYOJNCIi0hSvlBIRERF10UvfAc02t9Xp6em9GAzRwMBEGhERaYpXSomIiIi6KKcE+GKz2+rc3NxeDIZoYGAijYiINMUrpUREREQn4PlvtY6AaEBhIo2IiDTFK6VEREREJ+DXvcCWfVpHQTRgMJFGRERERERE1Je5GZU2Z86cXg6EqP9jIo2IiIiIiIioL/t0k2O9tDaqqqo0CIaof2MijYiINMUrpUREREQnyGYHXv7+uOKUlBQNgiHq35hIIyIiTfFKKREREVE3UFcCNfVaR0HU7zGRRkREmuKVUiIiIqJuUF4DvLtO6yiI+j2D1gEQERERERERUTd4/lvglgWAzjFmJiEhQeOAnArKgX9+AXy7FcgtA4L9gRmjgKVLgDMmnljfVbXA018Cn/8KHCoG/EzA5DjgD2cBF892fUyzDViVAny3Dfh1H7A/H6hrBCyBwPSRwA1nAOfPPLG4qN8SUspu71RVVQEgAcCMVreJAEwAGhRF8fWgj3MAzAIwHcBwABEA/AGUAkgG8AmA9xRFae72F9CDxo4de1l6evpHnrYfMWJEQ0ZGRofvV1sjR45MzsjImNTV4/u6sWPHfpmenn6exWJBSUmJ0Dqerpg4ceK/du7c+beW54sXL37z22+/vdFd+5bXbDAY8PLLL0cpilLQO5Fqqvs/wKjXrV69GvPnz9c6DCIiIhrogq4AqvvB1MgVfwcWTdU6iqNSs4DT/wGUWh3Pzf6O99luB4QAnrwSuPfCrvV9uASY+yCQWeh4HugL1Dc5EmWAI5n2yi3HH3fzK8Drq48+NxoAXyNgrTtadvEs4MM7HXWkJa/7Pt9TUzuHAdgN4G0AtwGYBkcSrTPeAnAfgPkARgIIBmAEEAlgIYA3ASSpqhrZPSFTXxATE1MghJCTJ08eCEmiY+zYseOap59+2k/rOIi6m9dcKSUiIiLqD57/9sjD1atXt9OwC8SFjpun6hqAc//pSKKdFAfseh6ofB8ofxf467mAlMD9HwArkzsfi5TAxf/nSKINHwT88iRg/RCwfgA8fY1jVN6rPwLLVh1/bJMNiA4DHroE2PEs0PAxUPUBkPs68MezHW0++xX4+4edj4v6vd5IrR4G8BuAcACd2ZptP4D3AWwCcBBALhyJvzgA1wO4DsBJAL5UVXW2oij2boy5V5x++uk/+Pr6XtdeG6PR2NRL4ZCXy8vLM/z888+v3HPPPddrHQtRd4qNjdU6BCIiIqL+Y1UKsOsQMH6Y1pEAr610TLcM9AW+uR+IsTjKzf7AM9cBGQXAl0nAfe8DCyZ3ru+vkoAt+x0Js+V/c0znBABfE3D3+UBemSOp+NBHwLXzAJPx6LG3LQReuxXwMR7bZ3QY8J+bHZs2vP2TYyfURy4F/Hy69vqpX+qpRFopgPMBbGmZXqaq6sPoRCJNUZRZbqpyAWxUVXUPgKcBzAQwF8C6roerDb1e37BixYpCrePoj3bv3n2+1jF0p7CwsOaysjLDjh07rnrmmWf+eNddd9VqHRNRd+HUTiIiIqJu9sIKYNltWkcBfLDecX/FnKNJtNbuPt+RSNt+ENibC4yJ6Xzf8yceTaK1dtd5jvehoAJYuxNYOOVo3YxR7fd93emORFptA5B+GJgS73lc1O/1yNRORVGsiqJ81cNrNL3R6rEXTQAn6n6JiYnvAUB+fr5h7dq1r2odDxERERERebH3fgaKKxEeHq5dDNY6YNtBx+OzTnLd5uTRjo0HAGBNauf6/2mXs+/JrutjLMC4IY7Ha3d1rm9L4NHHtj43+Y16WE+tkdYbWk95bNAsCo0MGjTIdNJJJ306ePDgWpPJJAMDA+0jRoyoXLBgwX+cmz24NXLkyGQhhIyPj3e7kqYQYrgQQgoh5IUXXvgvd+1mzZp12vjx47cNGjSozs/PT/r4+MiIiIjG0aNHF5522mnvX3/99RGt20+ZMiXglFNOuXfs2LE7Bw0aVOfj4yMNBoMMDg62jRo1qmjBggUvqqqqb3uesWPHfimEkHl5eYMBICUlZXBLfC23BQsWfNm2fXh4uNvF6BMTE/2nTJnyUWxsbIW/v7/daDTKkJAQ29ixY3POOeecu90dN3HixH+1nFNV1eFTpkwZPX78+N/CwsIajUajNJvN9rFjx+ZeeOGFl7nro7PGjx//2eDBg0sBYMeOHVc+++yzAZ05fuzYsZe1xHzDDTe4jau9Neja/tycfPLJl48cOfKQ2Wy2mUwmGRkZ2TBnzpzv7rnnniO/dU4++eTx48eP32KxWBpNJpMMDg62TZ48ed9VV13l5jcpERERERGdsIYm4LWVmDx5snYxpB92rGMGHE1otaXTHR2Ftvuw530XVRzdvMBd3wAw1rmEyO4cz/sGgJ93O+6NBmB0dOeOpX6vL28/cUmrx79pFoUGxowZE6bX6w8kJyeHtpQ1NTWJzMxMc2Zm5h+tVuvvcGyisUdMmDDh8927d19otx+boS8pKTGWlJQM2r9//5UWi+UwgHtb6mpra7/dsWPHvLZ9VVVV6aqqqiIOHDjw54KCgt9XVFSMuOeee+ratusuU6ZMmVBcXLyltLT0mMX7KysrdZWVlbHp6elPz5w587obb7xxsqIobt/LFStWzN23b9+bNTU1R5J/VqtVpKenR2dmZn500UUXDfr8889f7I6YBw0adG9hYeGygoIC/erVq1/761//elV39NsVkydP/vfOnTvvbP1vX1hYaCosLDy7qqpq38iRI4ctW7ZsYXp6+vLW701TU5MuJSVlVH5+ftItt9wy6bXXXtutyQsgr6LplVIiIiKi/url75GyIA6TZkzT5vz55UcfR4e5bxcdenz7bus7rPN9V9cB//rC8fjCmUBwp8Yw0ADQpxJpqqoGwLEj6FUA/uIs/kpRlC1d7M8fJzYqr15RlOYTOL5LGhsbfy0oKAgFgEmTJmXFxsb+3W63J1mt1lOys7Of3Lx589jQ0NAejWv8+PHvp6WlXQgAUVFRjQkJCW8GBAS819TUlF9fXz+2trb2ktzc3POklMeMCDMYDNUTJ07cHxYW9r2Pj89Wo9GYVldX19zU1DStuLj4z3v37p28c+fOyO+//37FPffcc3rLcRaL5fJFixaZd+zYsTM/Pz9iwoQJxUOGDJnQuu/Q0NAqT2IPDQ31NRgMv5aWlvoZDAZMnTo1KSIi4rGmpqa91dXVZ2ZlZT2am5trSUpKGuvn57daUZTT3PW1YcOGN/z9/TFz5sxXAwMDl1mt1saqqqo7UlNTb66vr0dSUtIzqqq+2l4yzlOpqamvR0VF/bOgoCB8x44dlz322GN/ePDBB60n2m9nlZaWmg4dOnRnfHx8eXx8/D/0ev0PVqs1Picn5+XMzMwRqampUZ999tmr+/fvvzowMFDOmjXruYCAgLcqKipMpaWlj+3atevsoqIiQ0pKyucAEns7fvI+ml4pJSIiIuqvCiqg/3wLoFUirabVBCg/k/t2/s6F/KvdTphy0XerSWnd3fetrwGHSx0bIvzras+PowHD6xNpqqqeDOBXF1UNAP4LYOkJdL8bjsRcV10P4O2uHmyz2XwWL148uL02ERERFW+//faRT4lx48adk5WVNRoApk+ffuCmm24arShKS7LqgBDi/SFDhmTl5OT02DZ4iYmJ4/bt23clAMTHx1sXLFgw8pVXXilq1SQTwAoAWLJkyTHbm+zatescN92mAnhzwoQJz+/ateuO5OTkec8995z5zjvvrAKADRs21AGoi4mJsQOATqezd3WjhpiYmP+mpaUFAMAZZ5zxyQ8//HBpq+r9gwYNej06Ojo3Ly8vfNOmTXNvvfXWk//73/9udtOdfvHixdPfeuutba3KlAkTJth27dp16+HDh43r16+/QVGU17oSa1sRERF3FxQUvFVYWKjftGnTawCu6I5+O6OyslIkJiaWX3XVVVH3339/y8/mfiFEQkhISFVFRYXvmjVrbgwNDbUvWbJk4uuvv57W6vBF8fHxOw8ePDg+PT09QVVVs6IoHiVAqf9KTk5mMo2IiIioBwz9IgX4lwREu6v/HOuZL4Fnvm6/TeQNrsvvOhe463zPz+Vt/vWFYxMDIYBlfwCGD9I6IvJCfXmNtK8BvKEoSp9dH23t2rULv/vuu4L2biUlJa+0Pqapqel+APD19cXs2bPPaZVEAwBIKW3+/v4X93Do/7bb7dDr9Zg7d+5lbZJox/j222879e+za9eu+wGgoqJCbN++/fcnGqgrBQUFFwHA8OHDGy688MLjElFFRUWNISEhlwFAU1MT9u3b95i7vqZOnbqiTRINAHD48OH7W/V3VvdEDqSmpr4dFRVVBAA7duy45IknnjB3V9+dMWPGjD+1SqIBAKSUTYMHD94IAHa7HVOmTPmmTRINAODv7/8qAFRVVWHLli0Leidi8mYlJSVah0BERETUL5kPlAAbOrmaSnU9UFjh+tbCXX3rkV8Bvkcf1zW6P1+t82tFoK/7Nm0FtBqv0V19v/YjcN/7jsfPXgdccorn8dCA4vUj0gAkAQhyPvYFMBLAlQD+AOBiVVXvVxTF7WL47VEUZXi3RNiLysvLxwLAiBEjKp5//vk9rtrs2bNnS1hYWE15eXmPTOYuKyub7oyh5s033/yus8fPnDkzvqGh4eWSkpJZ5eXlQfX19aLtOmsAUFFRMQPH7s56wnx9fcMaGhoCAWDYsGFbFEWxuWqXlpa2JjQ0tK6iosKvuLjY7cL4w4cPf9NVeXl5eXlAQEBzbW2toaGhIbJ7oncIDw+/Oz8//53CwkL9hg0blgG4tMODulFERIScPXv2J67qjEbjXgDzAWD48OFvuWpTXFy8qeWx1WrtYN/p9uXl5QEAoqOjWd6Hy1vqvCUelrOc5SxnOctZzvL+QAIQgGOKopNH78PDlzlurtqLCx3luf9x30/L33XRR5b0RuGOPbCNHOyyffihQpgAICr02H7ajbPVumh5ZcizGF22r8vIg1+bvl32/9464LZlAICqvy6C+c5z2m/P8l4t9zZen0hTFMUOoNr5tBpACYDNqqr+BOBzAP9UVTVDUZRPtYqxq84888yvVq5ceX5njrFarYEAYDab89prZzabC8vLy0ecQHhuVVVVmQEgLCysk1ufANOmTbtm9+7db9XV1XU4GrKxsbGdVSO7JioqalxWVhYAIDg4OLm9tmazOb+iomKE1Wp1O+orISHB7T7KBoPBBsBgs9mO2dBg/vz5ET4+Pse9fh8fH/sXX3xR3P4rAFJTU9+NiYl5Oi8vb/COHTsufvDBB4Mfe+yxyo6O6y6BgYFN7tYGFEK0/F/FmDFjdrtqU1h49FJWc3NzkKs2nnL3AcvyvlXurs7b4mQ5y1nOcpaznOUDp7w/EADqZ42E7+S4I2W9+n4mxDqmSEqJwSUNwFwXf+9FRgIHnV+Bxh5dncij/sPNQEkVkJaD6LNcj33wy3TOfBh77M6ex/Tz6Sbg+v8Adjvw13Nhfua69s/L8l4v9zZen0hzR1GUL1RV/RnAaQDuANDpRFpf3GygqalJBwAGg6G2vXZ6vb7d+hPR2NioBwCj0VjTmeOGDh1qKS0tfbOurk5nNpvluHHjVprN5k8MBsM2IUSp3W5vstls4scff8wHACmlsbtj9/X1PbI9oNForGivbct73PJ6XQkKCupwEwEp5TELEqxZs6bIVTuLxQI4Lxp1xGKx/DUvL+/9oqIiXVJS0usAemQarCtCCNlxK8/eG/Tt6eXUTebPn691CERERET90p6FozBZq5MH+QHT4oHfDgCrUoALTz6+zZb9QKXzq+sZEzvX/+/GO5Jgq1KAv5x7fH1uKZDmHPtxxoTj6wHgm9+AK58HbHbg1rMAF0k0orb6bCLNaQsciTS3U+86sBsabjbQFUaj0d7Q0KBrbm72b6+dzWZrr77DREhQUJCP1ep6Q0iTyWSrr6/XNzU1dWrqaHBw8P05OTl6nU6HJUuW3PTBBx8cNy1SCBHSmT47q76+/shiTE1NTe2eq+U9NJlMLqd/aik1NfWDmJiYZ/Ly8iJ37Nhx4cMPPxzawSHHz511QUrJxBb1usOHDyM2tsf2RyEiIiIamOIjUTLzRL7udoMr5jgSaR+sBx76PRDVZtLRM1857qfGA2NiOt/3p5uAlSlASiYwKe7Y+n9/DUjpmNb5u/HHH78qGfj9M0BTM3Dt74BXlM6dnwasvv6luSUR6NEImf4gKCioGgCqqqraHfNYVVXldjdQnU5XDwDNzc1uR1rFxMS4+KRxCA4OrgSA8vLyIe7auNLY2DgdAKKiomyukmgAkJCQ8LvO9NlZ+fn5acK5Y01VVdXk9tpWVlZGAUBQUFC37ioppRSubiUlJZ3YSgewWCx3AkBxcbFu06ZN7a4l19zcfCQr2tjY6Haqal1dXWBnYiDqDnv2uFzukYiIiIhOxB2LAb3GX/lvWQAMiwCsdcCSJ4HdzhFi1jrgnneBLzY7nj95pevjxYWO28P/O77uvBnAzFGOKZkXPA1s3usob2gCnv0KeH6F4/kjlwGmNpOdfkkHzn/K0fayU4E3/9i5nU1pQOvrI9LmOu8PduXgvrjZQGho6O6SkpKTDx48GLJ06dIEVxsOJCQkzGxvowGDwZAPAKWlpYbnn38+ZOnSpRVt2wghrm0nhqTCwsKFBw8eDLjxxhsXvvHGGz94ErvdbvcBjp/q2JrNZru7vT6EEM0d9dGe+vr6svDwcGtpaWlQVlbWTFVV9a42HBg3bty8iooKPwCIiIjY0ZVz9bTU1NT/xcbG/js3Nzdqx44d50VGRq5x17a0tHRfy+OKioppANS2bRISEia1vGYiIiIiIurDzH7AdadjUn11x217kp8P8NW9wBkPA9sPAuPucGx+UF3vSIAJ4UiiLZjc+b6FAD67G5j7IJBZCMy6z7E7Z30T0Oz8infrWcDNZx5/7IMfHd3Rc3UqEH2T+/O8cANw6amdj4/6La8ckaaqaryqqu0m+VRVVQBMcz79ouej8g5Go/FJAKivr8emTZu+VlX1mISSEEJfW1vb7npxOp3uRwCoqanB2rVrH29bP3ny5EmZmZmL3R1vt9v/otPp0NzcjA0bNnz85z//Odxd2yVLlhzZl9hkMmUAQGFhoe6qq666om3bKVOmXJqRkTGrvdhNJlMVANTW1nZ5kfrIyMjPASArK8tn+fLl77atF0IYKyoqPnaeD6NHj36wq+fqaWFhYXcAQElJiS4vL8/taL7S0tKMgICAZgDIysq60MXPja6+vv7zno2WiIiIiIh6xc1nAkF+MJvdTkbpPZPigF3PA7cvBkYMdowCswQCi6cCq/4B3Hth1/uODQeSnwXuvwhIiAGa7Y612X43HvjkLuDVW1wfZ281qa2kCiiscH+ra+x6fNQv9diINFVVxwJo/b+2ZQEcoapq21UGdyiK0tDq+dUArlVV9X0APwHYB8AKIBDABADXALjc2fYggGe7OfxeYbPZfBYvXux2CiYAGAwG+dVXXx1ZnD4tLe2buLi4fVlZWaN/++23UU1NTQe//vrr++x2e5LVaj112LBhTx46dCgmNDS0uby83OW/b1pa2ptBQUEvWa1W47p16/44f/58Q0BAwAvV1dUmq9V608GDB2/19/e319fXu0y07t27N338+PEfpKWlXbl//35zTU3N4bS0tDcCAwPfa2xszG9oaEisra29ODc398Lp06e/BuA+56H/FkJcbrPZsHLlyncXLFhwkq+v7wfV1dV+FRUVf9m9e/dFERERtsLCQrdTTv39/bcDSMzKyvI766yz/hsQEPBMY2NjDgBER0c3qara4Vpgubm5f7BYLL8vLS0NWL169RWzZs0aERER8UhjY+P+mpqa+bGxsY8fPnw4HABmzZq1/r///e/mjvrUSmpq6qexsbG5ubm5MWVlZe3+f46NjV23d+/e+WlpaZZly5btWrFixdKGhoYDNTU1ZwwdOvSR3NzcaLPZbKuqqnL7/hP1hEmTJmkdAhEREVH/oRPAnxYBADZs2NC9GzvJLo5hiQwFXrjRcevu85n9gSeudNw8te6xzsVB1EpPTu18BY6NANoyAfi1TVkcgKw2ZcMBPOC8uZME4BJFUVyviu/l1q5duxBAQXtt/Pz8oKpqqKIoFS1lJpNpVmRk5IGCgoLQ5OTk4cnJyR+1PmbmzJl7SkpKGsrLy11+O5VSNk2dOvWulJSUF6xWK9asWXMLgCOp+oiICFt8fPx1mzdvfs9dXLt27bpq/PjxQbt37z43Ly/PJy8v7zYAt7VtN2PGjCMjn9LS0raOGzfu8927d19UXFysX7Vq1V0A7mqpN5vNcu7cuTd8+umn77g7b2Nj44O+vr6X19fX61auXHlM3GeeeeZXAM53d2yL8vLy+mnTps0GsLm0tNRv8+bNJwP43kXs6fPmzfP67QTDwsJuz83N7XA0WV1d3aUWiyWntLTUf+vWrWMBrGyp0+v1OP300z9MS0s7o7319Yh6gldcKSUiIiLqLy48GRg+SOsoiPotr5zaCUcS7loA7wBIAVAIoAmOUWn7AHwE4AIAsxRFOaRVkFrZu3dvmc1mi5w8efLngwYNqjMajfD395fDhw+3zp8/X73hhhvGdtTHtm3bXpw6deplI0aMyPX395cGgwHh4eHN06dP37pkyZIxmzdv3thRH7t27Tpv5syZCxMTE3eGhYU1Go1G+Pr6IiIioikhISHv9NNPfyk8PPyp1sekpaVdPG3atIdjY2MrTCYTTCYTIiIimqZMmZKyaNGikz/55JPjplq2tm/fvsyJEyfOHz169IHg4GCbXt+1wVNbt25NjYiICJ8yZcrHMTExlX5+ftJgMCA4ONiemJiYu2TJknu2bNky9uGHH27q0gl6UWpq6hexsbGHO2p36NChsmHDho0cP378L6GhoU0GgwGBgYEyISGhYPHixX9YuXJlJy7hEHWfDRs2aB0CERERUf+xdInWERD1a0LKAbPhJRH1P/wA6wdWr17dvVMOiIiIiLoi6ArHIvh92bR4IOnpIztQpqenIzExUeOgiE6I122n6q0j0oiIiIiIiIioM+4850gSDQCTaEQ9gIk0IiLSVExMjNYhEBEREfV90WHAxbOOKdqyZYtGwRD1X0ykERGRpnillIiIiKgb/OlswGQ8pshq7ZP78hF5NSbSiIhIU7xSSkRERHSC/EyAskDrKIgGBCbSiIhIU7xSSkRERHSCrpkHWIKOKzaZTL0fC1E/x0QaERERERERUV92+2KXxXPnzu3lQIj6PybSiIhIU7xSSkRERHQCzpoMjB3isiojI6N3YyEaAJhIIyIiTfFKKREREdEJuPMct1WZmZm9GAjRwMBEGhERaYpXSomIiIi6KDEWWDBZ6yiIBhQm0oiISFO8UkpERETURUuXAEJoHQXRgMJEGhEREREREVFfExYIXHVau01mzJjRS8EQDRxMpBERERERERH1NbeeBfj7aB0F0YDDRBoREWmKV0qJiIiIOsmgB25b2GGzpKSkXgiGaGBhIo2IiIiIiIioL7n0FCDGonUURAMSE2lERKQpXiklIiIi6qSlS7SOgGjAYiKNiIiIiIiIqK84JQGYNtKjpnFxcT0cDNHAY9A6ACIiIiIiIiLNbXsGmzb+gtmzZ2kdSfssQR43jY+P78FAiAYmJtKIiEhTvFJKREREXmF0NJoLBgMJsVpHQkReTEgptY6BiKir+AFGRERERETUfwmtA2iLa6QREZGm1q9fr3UIRERERACAjIwMrUMgIi/HRBoREWmqsbFR6xCIiIiIAACZmZlah0BEXo6JNCIiIiIiIiIiIg8wkUZERJoKCvJ85ykiIiIiIiItcbMBIurL+AFGRERERN2mqqoKZrNZ6zCI6ChuNkBERNRaenq61iEQERERERF5hIk0IiLSVG5urtYhEBEREQEAkpKStA6BiLwcE2lEREREREREREQeMGgdABH9P3v3HR5Vlf4B/Hvu1FRCGiQEQggdJBEQFA2CoKJg7669XBv2VVd3XdFdV3+7itj12lDXsujqqlhBqiKEGlpoIZSEkJA+aTOZmfP7Y2ZwkkxC+k3C9/M8ebj33HPOfe9AhsybU4iIiIiIqDvZfETigaVuvcM4psdPUXB6/y63xBRRt8ZEGhER6SotLU3vEIiIiIgAAElJSc2q9/xaN34+0PX3vbotRaILrtVO1K1xaicREemqvLxc7xCIiIiIAADJycnHrHO4UuKTHV0/iUZEHYOJNCIi0lVGRobeIRAREREBAFasWHHMOq9tdKO268/qJKIOwkQaEREREREREQCHw9Hk9RqnxOsZHI1GdDxjIo2IiIiIiIioGT7KlCis1jsKItITE2lERKSr4cOH6x0CEREREQAgLCys0WtSSsxbzzmdRMc7JtKIiEhXCQkJeodAREREBACYOHFio9eWHJDYWtiJwRBRl8REGhER6Wrx4sV6h0BEREQEAMjMzGz02gvruTYaETGRRkRERERERAQAyM3NDVi+q1ji271MpBERE2lERERERERETXpxA9dGIyIPJtKIiEhX0dHReodARERE1KiSGon5WzkajYg8mEgjIiJdpaam6h0CEREREQAgLS2tQdlbmyWqnDoEQ0RdEhNpRESkq02bNukdAhEREREAoLy8vM55rUviZU7rJCI/TKQREZGuCgu5jzwRERF1DRkZGXXOv9gtkVOhUzBE1CUxkUZEREREREQUwLz1HI1GRHUxkUZERERERERUz+pDEqvz9I6CiLoao94BEBHR8W369Ol6h0BERESNKLdL/HOtG//dJbG/HAgyAqmxAnekCFw6rG3jMhwuiXnrJT7OdGNPKWBUgBGRwI2jFdw6RkAI0aCNlBIrc4Bvstz4JVdiZwlgcwC9LUBKrMAfRghcN0pACdC2OYYPH370mKPRiCgQISW38e0uNE3bByCxBU1uVFV1fsdE0z4sFssGh8NxYr9+/fDXv/71QVVV5waqJ4R4AMDzADBu3DioqjpTVdXvAtU1GAzz3W739SaTCXPnzp0/e/bsGzvwEerHOQfAE1FRUfjHP/7xpKqqczrpvhIArr/+esyfP791PzV0T3wD6wFycnKQkJCgdxhERERUT45NYvKnLmSXec5DTUCNC3B680t3pAi8dqahVX2X2yXOWODC+nzPebARcErA4fKczxok8OWFCoxK3R9tn17txl9++T3BZRBAqBkos/9eJy0BWHiRAeGW1v9YfKBcYtBbLri6+U+bC85TcFkbE55EOutyn2/5HdWzbdE7gGNxOByLAODQoUMoLy+f2lg9o9F4hu84KysLAE5rrK7BYJgGAElJSTCbzcvbL1oi6gg7duzQOwQiIiKqR0qJS7/2JNEGhgO/XmWA7V4jbPcY8M/JChQBvJ4h8dbm1o3auvUnN9bnA5FW4JuLFFTca0DVvQbMn6HAagQW7pV44teGfde6JCKtwP3jBH672oCa+w0ovduIorsMeOIUAYMAVuYAt/zYurgWL14MAHh1o7vbJ9GIqGMwkda9jAQQ1sRXOIBcb91MVVXX6xFkC60EPP9R7927t9HkGLyJM6PRiNLSUhw6dCjgXDAhRJ/a2toEABg8ePDR/omIiIiIqPm+2iOxJg9QBPDlhQZM6ucZFGI1Cjw0QcE9Yz3nf/3VDUcLM04b8yUW7PS0eW+GglnJCoQQMCgC149W8Gya52PqC+slCirr9n3REAXZtxowd6oBJ8eLoyPWIoME5pxqwOOneNp+tktif1nrMmEVDgltM7NoRBQY10jrRlRVrWrquqZppwPo5z39sOMjahe/wjM9T2RnZ0domjZUVdVd/hWEEMMA9AoNDUVsbOy+vXv3Dty3b1+qpmlmVVUd9fo7moxLSkoqVlU1q+MfgYiIiIioZ/ko05NImp4okBrbcGbVH8creHG9C4crgSUHJGYkNX/21ceZntFiwyKB8wc3HNuhjhF4YpVnuuYXuyVuT/2975QAsfi7YZTAnFWe4/X5Eom9Wj4r7INtEqX2Y9cjouMTR6T1LNd6/5QA/q1nIM0lpSwxm817AGDPnj0AkBagWhoAJCcnIygoaCkAZGVlmQCcFKDuaQCgKAoGDRq0rCNiJqL2lZKSoncIREREVM/Sg55E2tkDAyei+oUJjIr2HC850LLRW76+z0oM3HeQSSDNOwKupX1HBf1+3JqpmZFR0Zi3gZsMEFHjmEjrITRNswK41Hu6TFXVg3rG0xK1tbU/A8D+/fvhcDgm17+uKMpkwJNIs9vtC4CjSbcGU0HNZvN0AEhISEBoaOhS/2tCCENMTMx98fHx+0JCQpxGo1H26tXLPWrUKNuVV175taZpATdyEEJMEUJIIYR88sknVwshYuLj4z+JjIy0mc1mtxBCPvfcc98251mFEObQ0NAfhRDSZDLJm266KVvTtL716oioqKgb+/fvvz08PNxuMplkWFiY7Nevn/2kk07Kuf7661/TNK1Pc+7n7c86cODA65KSklZGR0eXWywWt+/ZR44cabv88su/0zRtcBPtlZiYmNnx8fHZoaGhtQaDQQYHB8uYmBjn8OHDy88888xfH3vssWsDtOuTkJDwUUxMTInVaj16z/j4ePv48ePzLrzwwk80TRse6J50fAkPD9c7BCIiIvJTUClRVO05HhXVeL2RUZ5k1/ai5vctpcSOYm/f0Y2PFhvpve/2opZlw5Yf/L3+6Cb6b0xe+BjsLmlxMyI6jnBqZ89xPoBe3uMP9AykpaSUKwDcXltbi717955R/7rBYDjD7XYjMTHx4BdffPGzoiiO/Px8c0lJyRkA/s9XTwgRIoQYCQBDhgwB/NZHE0L0DgkJWVlYWDjKv+/y8nKxffv20O3bt5+3d+/ec6urq6++9957FzQWa25ubpDFYtmdl5fXq7E6jRFChISEhCyprKycYLFYcOONN2478cQTT1NVtdSvTkxoaOjS4uLiUcXFxUfbVlRUoKKiwnzo0KF+2dnZd5x66qkFAOY089bP7N+//776heXl5aK8vDw0MzPznP379+9wu90X33777V/Xi9kYHBy8pLCwsM5IwerqalRXVxsKCwvDdu7cOSk5OTkVftOJhRAnmEym1bm5ucEB7mnOy8vru3379ivPPffcfAANYqPjy8qVKzF9esBlD4mIiEgHeZW/H8eHNp6Mig/11W9+sqvcAVTW1m0fuG8BQNaJ5VjcUuKJVZ7RZCfHASOiWp5Ie2p5OYAmAiOi4x4TaT2Hb0RQNYD/trYTTdOMAKxtiMN9rLXcAjia8Nq3b1+Cpml9VVU9DABCiDgA/UwmEwYNGrRESllrsVg2ORyOCXv37p2kaZpQVdX3P/fJUkoFAAYNGlQF766lQghhtVoXVlZWjhJCIC0trSo5OfmZysrKLzdt2pRYUlLy5JEjR8avXbvWEBoa+klQUFC2qqprAwW6YMGC0SaTSTnnnHN2RUdHP7F///5N2dnZpzqdzpymHlAI0Ts4OPjXysrKESEhIbjllltWjxw5cpr/a+UJ0/pLRUXFUCEEJk6cWD1o0KA3LRbLp3v27CkpKSkZW11dfWVFRUUaAGcLXt+y8ePHH+7bt+8yg8GwLDQ0dPv+/fuLq6qqRhUUFNx86NChM9PT0w2JiYkLFEUZrKqq/7PcWFVVlQYAaWlp1YmJiS+43e5vjhw5UnDkyJEBDofjrJKSkoudTmed0a1ms/l9h8MRHBYWhmnTpm0PDw//l5Ry3e7du2urq6tTqqurLygpKTkTQEULnoOIiIiIOoEv0QUAQU18Ygz2Xquov2pxe/Rt8vZd23id+h7/xbMTqFEBXjzD0PyGXluOSKQXM4lGRE1jIq0H0DQtBsAM7+n/VFW1taG7awC814b2+wEMbEkDKWWO2Ww+XFtb29dvyubn3sunAUBiYiLMZvNKAHA4HD8DmJCdnR06bty4UQC2+tcFgEGDBq1SVdW3uMHFNTU1kwDgvPPOc8ycOfNEvw0NtgkhvrdarV/V1NSct2zZMuWUU055C0BqoFirqqqUBx98cHVSUlKaqqq+ZNaOpp5PCBEfHBz8W1VV1YCIiAjceuutPwwePPiC+hslCCEeqqmpGQoAV111Vcnpp5+eUm+K7i4AnwohWvR9K6Wcg8Cj17YBWGAwGG4D8MbixYstZ5xxxu0A/uKrYDAYznO5XEhNTcU111xzpaqq/iPW9gJYBuCxes8RDuBEALj66qtLx44dm6qqqv+PQDsBNDrqj4iIiIha56lVbjz1W+vW93pkgsDTaS1PPnUVn2S68cwaz+/Xn0lTMCGu5aPR5q3n2mhEdGxcI61nuBK/J0W71bROH5fL9TMAZGVlwe12+699dhoADB48GAB+8Zb9CjRcJ81kMk0DgD59+iAyMvJnv/LbASAqKgpnn332c/V3BZVSypqamluFEC4pJdauXZuiaVqdKaA+p556KpKSkmb7JdGaJIRItlqtGVVVVQNiY2Nx1113fTJ48OCZAZJowmAw3A8Ao0ePxumnn35bY+vcSSmdzb1/c7jd7g8BoKSkBLm5uTPrxWUEgIiICAA41Mwuj/4EFhYWVlQvidauDh06hEOHGobF8u5VHhER0aXiYTnLWc5ylrO8u5aXldvgkmj1l6+fytIjR/utdjZ+3yrvNQsa/rjXWJzlhYcb9B2ofpW3y2CD+5ivw7dZblz/vRsSwM1Dq3B1v8NN1g9U7pYSX+xuxe4E3UxX/HfLcpYfq7yrEVL2/DeLnk7TtDUAJgA4DCBBVVWXziG1mBBCBfAmAPzpT3/a/swzz4wCAIvFst3hcIy4/fbby19//fVe3rq9ARQZDAbx3HPP/ee+++67UghhUBSlwu12W0877TRce+21p6mq+qs3QVXhcrmCzzjjDFxxxRVjVVXdGCgGs9m8sra29rSkpCT86U9/ukNV1Te895sCYCkA3HHHHWWvvfZaRBPPMQfAE1FRUbjyyitff/vtt6+x2+1hCQkJuOWWW1594oknZjfS7ujIuptuuqlm4sSJYS1JlgkhJABcf/31mD9/foNfvwkh+vTv3/9ph8NxXnl5ebTdblfc7oa/cbv99tttr7/+erhfuycB/NVsNuOSSy7ZM2bMmCv/9Kc/rT9WPN4Rhn2SkpJwzjnnvJ2SkvKwqqodsWwr38CIiIiI2tmRKonY1zwfKX64RMHZSYHHX1zxjQsLdkrMHCSw8OLmjWaTUiLsJRcqa4E3zlRwW0rgvh9Z7sI/10qMigK23tj4hIyf97sx60s3apzAjaMF3jlbgRAtH40GAOpPLry1uWf9eLngPAWXDeP4GerWWvcN3YH4HdXNaZo2FJ4kGgB83B2TaF5H10nbv3//cE3TQoUQYQ6HY5gQAklJSb/6rkspS8xmc7bL5UJ2dvYUb/GJbrfbCgDJycm1AHxrnPVyuVzBABAXFwcA2xsLoLa2dgMAeBf5HxCoTmRk5P7mPExlZSXefffd2+x2e1hycjLuuOOOJxpLonkl+w7i4uJ2teeIMyHE6Wazed/Bgwdvzs/Pj62urg6YRAMAu90eUq/oBbPZXOhwOPDJJ58MfvLJJ9eNGDGi8vTTT1979dVXP/nKK6/EB+qntrZ2NgBkZ2fjtddeu+XPf/5z8dixY/NnzJix8J577rla0zRLez0fdX9r1qzROwQiIiLyExMsEB3kOd7WxI6cvh01Rzaxs2d9QgiMiPT2Xdh40sq3E+jIJjYM+CVH4nxvEu3yYQJvndX6JBoA3DeWH4+J6Ni4Rlr3d63f8YeN1momnTYbAIAdBoOh3OVyhWdlZSlTpkw5BZ7Ms9K3b19EREQs9a9cW1u7BMCgffv29dE0rT/8pngOHDhwo9/UyaOrhZrNZpeqqvYmYrABQE1NDQCEBapgMpmqm/MwLpcLLpdLAQCLxQKr1Zp/jCZH72e1Wsubc4/mEEJEGI3GhQ6HwxoeHo5JkybtCQsLe8disfxit9sPVlZW1rhcLvHjjz/mAYDb7a7z04OUslQIcUKfPn3eLC0tPbempsa4Y8eO4B07dowHMH7RokV/Xbly5cZp06Zdoarqbr92nwcHB58dGhr6emFh4aDCwkIUFhbGApj5008/zRw5cuT8nTt3vjls2LAH609zpeOPzdaWZR2JiIioI0ztL/DZLolF+yQeGN/weq5NYluh53jagJYlr6YOEFiXL7Fof+BEWo1TYmWu59q0xMB9p+dJzPzChSoncF6ywL/PVWBQ2jZwZWS0wLiwYqy3RbapHyLq2ZhI68Y0TRPwbA4AAFtUVd3UDt12+mYDgGedMpPJtBLAzN27dwNAGrxDOJOTkwHvumh+9X8BcIuvrsFgmOJyuRAREYH4+PhFflWP7grpcDgMmqZZmkimhQKA1WoFvEm11goPD8epp57634ULF168fft28e67774hhHDef//97zTS5Oj9ampqwhup0xqXOp3OUEVRcPfdd68fMGDABL9NGAB4km1NdSClPAzgAiGEMTExcWpISMhl5eXlU/Py8pILCwvFggULTgSwEcAI/3XdqqqqfgKQLISIHDFixOUul2tWYWHhpOLi4t7btm0z7du3b/ZDDz00EMB57fi8RERERNQOrh7hSaT9tF8io0AiJbZukmruOs+aZHEhnsRYS1w1XMG/1rqwoxhYmOXGrOS6I8He2ixRZvfs6nnR4IZ9ZxRIzPivC+UO4MxEgc/OU2AytM/sr4tjcphII6Imcexq93Yafk9atXk0mt6cTucSwLPo/eHDh6eZzeZpwNGpmuvqVf8V8EwddDqdaUKIyQAwZMgQwG+aKIAyg8FQCQB5eXkAMKKx+5tMprEAEBkZCXgSgm0yc+bMrYqi/EEIIbdt24b33nvv7Xnz5l3fSPU9voPDhw8P9Y4MbA9jAKBfv34YMGDAh/WTaF6jm9ORlNK5b9++Rdu2bVMPHjw4xOVy9Q8KCsoFgB9++CHE7XYHnLoqpSzevn37Gzt37pxVVFQUGRwcfI0QQlZWVmLVqlWzNE1r9O+Ejg9ms1nvEIiIiKieCwYLTIwD3BK46CsXVh/yjBCzOyWeX+vGvA2e8ydPVWAOkMQaqDkhnnPihu8brjxzYh+By4d52tzwgxvf7fX8iOpyS3ywzY1HVnjO7x8nEBtSt++dxRJnfe5CSQ1wegLw1YUKLMb2W0JpfFgxhjOPRkRN4Ii07s03rdMN4KP26FBV1fkA5rdHX63g25UTWVlZ451OzzJhiYmJGfWn/0kp95hMptKampqINWvWnOt0OnsDwODBg90AVvnVk2azeZXL5TozIyMDl1xyyaUANtW/sRAiVggxydtHnVjaora29hOz2Wx0Op0fbNmyBfPnz39PCOG69957/12vaqbRaCx2Op2R6enp1gkTJlwI4PN2CMECAN410QKuAGs0Gq/zvdYtIaXMFUI8B+CF8vJy2Gy2E5rTrrKy8iOLxfJXh8MxND8/HwCGA8hscQDUY0yePFnvEIiIiKgeIQQ+P9+AyZ+6kF0GnPKxC6EmoMYFOL2/mr09ReDWMa0bm/HWWQqySl1Ynw/M/MKNYKMbLgnYvXm3WYMEnjy1Yd//l+5GgXchmc2FQNJbjS8R/ceTFPzxpJbFd2JqCu6NUXDH4sBrChMRcURaN+VdrP0y7+nPqqp2/T1ij22Doih2AFi6dKnZ7Xabw8PD0a9fv8WN1P/FW/foxgCJiYk7VFWtMy2ztrb2DQAoKirCTz/99EdN0wbX78hqtb4ppTQIIXDSSSdlqKq6rb0eyuFwfGgymW4UQiAjI0O8//77H7z88stX+NeRUkqXy/UCAGzZsgUrV658Q9O0foH6E0IYWzBiLRsADh8+jJycnMvqXxRCnOpyuW5urPGYMWNO1jSt0eVjDQbDUAAwGo0ICQnJ9/YZffPNN5+kaVrA9xchhNXtdvcFgJCQEABoYglbOh5kZWXpHQIREREFkBAmsOk6Ax6bKDA8EnBKIMzsWT9twXkKXj+zeTt1BhJuEVh1tQHPpilIiQGEACwG4OQ44M0zFXx9kQJjgDXP3H7LqpXUAPlVjX9VOFq+A2d4eDiuGyXQm1tjEVEjOCKt+zoPQIT3uNtP6wQ8UwfNZvNat9t92sGDnqW2vKPDfg1U3+l0LgMwy1c3ODgYiYmJiwJU/dJisfxmt9tP+frrry0lJSWb0tPT/1FRUfG/jRs3DigpKXmypqZmAgBMmTLFnZiYqLb3s9nt9vkWi8XkcDi0jRs3CkVRPhFCuGbPnn101JmU8l9Wq/XampqaoR999FFUVlbWrpUrV75hNps/3b17d0lJSUlqdXX1FX369JkKYB6Avzfj1l8A+IfL5RKapp28d+/eJRaL5emMjIziwsLCG0wm053R0dGKd9prAzt27Pjy2Wefjf3ss8829u7d+38Wi2VJXl5efnFxcXJRUdEtLpfrMgA48cQTYTQaP/U2G/3+++8v3rhxY/XXX3+9qFevXl8pirJu586dqKioOCUyMvKR4uLicABITU0tAPBb619Z6gmys7N9ayESERFRFxNuEXg6zYCn01rWbp967I+aZoPAIxMFHpnY/PEd888xYP45LYulJVauXInp06fjthSBZ9Nbnogjop6PibTuyzetsxKeZEmPUFtbuxh+O3AmJydLNJJIq1+enJwMRVFW1q8kpZRCiFkhISErKisrR61YsSJkxYoVTwN42r/eSSed5LrggguuVlU1ve1P0pDdbn/LarUa7Hb76+vXrxdCiP8AuHT27NlfeuO0CyHSQkJClldWVg7/7bffgn/77bcHADzg309UVBTQzO9dKeUuq9X6d7vd/nh+fj4++uijqQCm+q736tUL11577aJ//vOfZzbShcjOzlays7PHARgH4G/1KwwYMADnn3/+c6qq/ugrc7lcho0bN4Zu3LjxIgAXNehUCJx99tlVKSkp56mqWtucZyEiIiIi6ix3najguXWuo9NYiYh8mEjrhrxT7Xy/h/lCVdVKPeNpZ3USYYmJidmqqpY0UneDEKJWSmkCjm40EHBtMyllsRAiJTo6+l6j0XhveXl5P7vdbggJCZEJCQmVJ5xwwtIzzjjjblVV27zJQFNqamresFqtRrvd/vK6desURVE+VxTlwjvvvPMbb5wFQohRUVFRqsViebCsrGxgTU2NMTg4GOHh4Y7ExMRDw4YN+xjAyy2451979eq1y2KxPFNWVtYPgIiIiHAPGTIkb/Lkyc8NHDjwRXjW2WsgNDT0zNjY2NuqqqrOqqqqSqisrLQ6HA4REhKCvn37Vg0dOnTjtGnTHr7//vtX+TVbNWDAgMssFsv1NpttQnV1de/KykqTEAIRERHuhISEohNPPPHLiRMnPqaqKqd1EhEREVGXkxAmcNlQgU92cFQaEdUlpOQbAxF1W3wD6wHKy8sRHh6udxhEREREyMzMxIgRnk3l0/MkJn7U+GYG3cGC8xRcNoxLo1O31n7b8rYTfkcRERERERERAUeTaAAwIU5gUryOwRBRl8REGhER6So9vUOWJSQiIiJqsTVr1tQ5v38cPzITUV18VyAiIiIiIiICYLPZ6pxfOEQgkStQEJEfJtKIiIiIiIiIAjAqAnefyI/NRPQ7viMQEZGukpKS9A6BiIiICABgNpsblN18gkCISYdgiKhLYiKNiIh0lZycrHcIRERERACAyZMnNyiLsArcNLrLbRxIRDphIo2IiHS1YsUKvUMgIiIiAgBkZWUFLL9nrAKm0ogIYCKNiIh05nA49A6BiIiICACQnZ0dsHxwb4HzkplKIyIm0oiIiIiIiIiO6b5xTKQRERNpRESks7CwML1DICIiIjqmKf0FUmL0joKI9MZEGhER6WrixIl6h0BEREQEAJgwYUKj14QQuG8cP0ITHe/4LkBERLrKzMzUOwQiIiKiZrlquEBssN5REJGemEgjIiJd5ebm6h0CEREREQAgPT29yesWo8CdqfwYTXQ84zsAERERERERUTPdkSJgNugdBRHphYk0IiIiIiIiomaKDRH4wwju4El0vDLqHQARER3f0tLS9A6BiIiICACQlJTUrHoPjFNwuNLdwdG0TWFhIfqGxOodBlGPI6SUesdARNRafAPrAY4cOYKYGO4lT0RERNSeVqxYgcmTJ+sdBlFbdbnhn5zaSUREusrIyNA7BCIiIqIeh0k0oo7BRBoRERERERFRD5OVlaV3CEQ9EhNpRERERERERD1Mdna23iEQ9UhMpBERka6GDx+udwhERERERETNwkQaERHpKiEhQe8QiIiIiIiImoWJNCIi0tXixYv1DoGIiIiox5kwYYLeIRD1SEykERERERERERERNQMTaUREREREREQ9THp6ut4hEPVITKQREZGuoqOj9Q6BiIiIiIioWYx6B0BERMe31NRUvUMgIiIiOq7tLJawu/SNIS4EiAkW+gZB1AxMpBERka42bdrEZBoRERFRO0tKSmpWvf1lEiPfc8EtOzigY3judAUPnsREGnV9nNpJRES6Kiws1DsEIiIioh4nOTm5WfVe2ejWPYlG1J0wkUZERERERETUw6xYseKYdSocEm9tYRaNqCWYSCMiIiIiIiLqYRwOxzHrvL9NoszeCcEQ9SBMpBERka6mT5+udwhERERExx23lHhxg1vvMIi6HSbSiIhIVzk5OXqHQERERNTjhIWFNXn9u70Su0s6KRiiHoSJNCIi0tWOHTv0DoGIiIiox5k4cWKT119Yz7XRiFqDiTQiIiIiIiKiHiYzM7PRa5uPSCw5wEQaUWswkUZERERERETUw+Tm5jZ6bd56ro1G1FpMpBERka5SUlL0DoGIiIjouFFQKfFRJkejEbUWE2lERKSr8PBwvUMgIiIiOm68niHhcOkdBVH3xUQaERHpauXKlXqHQERERNTjpKWlNSizOyVe28RpnURtwUQaERERERERUQ9TXl7eoOzTHRIFVToEQ9SDMJFGRERERERE1MNkZGTUOZdS4gVuMkDUZkykERGRrvr166d3CEREREQ93vKDEhlH9I6CqPtjIo2IiHQ1YsQIvUMgIiIi6vFeWM+dOonaAxNpRESkqzVr1ugdAhEREVGPM3z48KPHe0okvsliIo2oPRj1DoCIiI5vNptN7xCIiIjoOFBul/jnWjf+u0tifzkQZARSYwXuSBG4dFjbxpg4XBLz1kt8nOnGnlLAqAAjIoEbRyu4dYyAEKJBGyklVuYA32S58UuuxM4SwOYAeluAlFiBP4wQuG6UgBKgbXMkJCQcPX5pgxtMoxG1jw5LpGmaNhjAFgBWb9GNqqrOP0abMAD3A7gUQBIAF4BdAD4G8KqqqrUdFW9HefDBB+XcuXN9pzdKKec3VlfTtIGrVq3Kfv/9931FU6WUyzo2QqL29fe//z3n8ccf9y16xX/DRERERKS7HJvE5E9dyC7znIeagHIHsOSAxJIDEncckHjtTEOr+i63S5yxwIX1+Z7zYCNQ7QRW5wGr89z4JkvgywsVGJW6CbF/rJH4yy+/L/5vEECoGThSDSzeL7F4v8S7W4GFFxkQbml5Mm3x4sWYPn06Smsk3t3KNBpRe+nIqZ2v4/ck2jFpmpYEYBOAJwGcACAUQC8AJwF4AcBvmqb1bv8wiYhIT2azWe8QiIiIqAeTUuLSrz1JtIHhwK9XGWC71wjbPQb8c7ICRQCvZ0i8tbl1O1re+pMb6/OBSCvwzUUKKu41oOpeA+bPUGA1Agv3Sjzxa8O+a10SkVbg/nECv11tQM39BpTebUTRXQY8cYqAQQArc4BbfmzbTpvvbJGo7HZDUoi6rg5JpGmadg2A6QCym1nfDOAbAIMAVAO4G0ACPKPS5gBwAxgH4D8dEC4REelo8uTJeodAREREPdhXeyTW5AGKAL680IBJ/Tyju6xGgYcmKLhnrOf8r7+64XC1bOTWxnyJBTs9bd6boWBWsgIhBAyKwPWjFTyb5vnI/cJ6iYLKun1fNERB9q0GzJ1qwMnx4uiItcgggTmnGvD4KZ62n+2S2F/WuhFlTrfEyxvblogjorraPZHmHTX2PDzTMu9vZjMVwCjv8fWqqr6iqmquqqr7VFV9EsCj3mtnapo2s30jJiIiPWVlZekdAhEREfVgH2V6klDTEwVSYxtOkfzjeAUCwOFKz1TPlvg405OkGhYJnD+44cdrdYxAL4tnqucXu+v2nRIrmpyyecOo36+tz295Ii06Ohpf7fGsB0dE7acjRqT9C0AsgJcBZDSzzR3ePzeqqvpZgOsvADhSry4REfUA2dnNGrxMRERE1CpLD3qSUGcPDJy06hcmMCrac9zSRJqv77MSA/cdZBJI846Aa2nfUUG/H7dwoBwAIDU1FS+s52g0ovbWrok0TdNOA3ATgDwATzSzzSAAI72nnweq491k4Cvv6TRN04LbGGq3pmna4BtvvPGrlJQUW+/evd1Go1EGBwc7Y2NjD0RERDwshDAFavf3v/89RwghvV9TGun7hkmTJvnqLKt3bcp5550nhRDSYDDkaJoWc/fdd88fN25cWWRkpNtoNEqDwbDFr37q1VdfvWjUqFEVERERbqPRKK1WqzsyMrImPj4+e8CAAS8JIfq38NnnR0dH++Kb8/rrr0+56KKLNg0cONARHBwsLRaLKzo6OickJOQuEWhrHD+vv/76xEsvvXTZqFGjKnv16nX0dezTp09WWFjYbUKIBt8fmqYNvOGGG3z3l5qmhTz88MNzTz755MLo6Gi3yWSSiqIccwtCTdNmzJgxw/darg9w3f/vQQohbq5fZ968eekGg8F3fVaAPvqrqvrvcePGFUdHR7vNZrO0Wq2uqKioI1FRUc8LIcKOEWOb2jfR76ibbrqp2Gg0SiGEtFqt/xVCcAdhIiIiImp3BZUSRdWe41FRjdcbGeX56LC9qPl9Symxo9jbd3TjHz1Geu+7vahl2bDlB3+vP7qJ/hvz0fKd+DW3xc2I6Bja7cOrpmkmAG8CEAAeUFW1XNO0yGY0Het3vKaJemsA3ALPBgYjAaxrbazd2WuvvXbdggUL3lu+fHmdJE91dbWhurq6P4D/s1gstwohJksp8zoqDoPBYExPT9/x/vvvRzqdzqPliuIJS9O0az/88MP3f/nllzrv+C6XS9jtdguAgfCshbcXwLzWxDB69OiT3n333b+uW7fO/x5KUVFRPwCvmM3mmUKI86WUTv92mqYpRUVFb7z33nu37t69u06f3tdxEIA3rFbrtUKIGVLKisZiyMzM3Pbmm28mVldXHy07Rv7O59chQ4a4f/zxR8XtdqcKIcKllP6Drqfs2rXLv/4UAO/4PUPo3r17x7rdbsCzhuBK/8qvvfbatZ999tl7y5Ytq7/1kGK326MBPGA2m6/x/jvZWT+4trZvjKZpJy9ZsmTxggULQqSUMJvNb9nt9tuklNxGiIiIiIjaXV7l78fxoY3/nB4f6qvf/B9Lyx04uoi/r33gvgUAWSeWY3FLiSdWeUaTnRwHjIhqeSLt3T1NBEVErdaeo0AehifBtVhV1U9b0G6Y3/HeJur5z/0ZhhYm0jRNCwLQuv2MPRyqqjra0L7NNE07/Ycffpi/fPlyAQAREREZkZGRf504cWJ2r169LtqzZ8+jS5Yssdrt9sFGo/FHIcQ4KWWH7M9iMBhi//3vf8NqteZER0f/dcSIEWuSkpImvP/++8WapvXetm2b5kuixcTErOzTp89LwcHBW0eOHGlyuVwTy8rKLsnMzBy6e/fuVr+meXl55xYVFSE6OvrHyMjIZydPnlwN4M61a9del5GRAYfDcQ6Av+H3NfYAAA6HY66mabfu27cPZrPZHhcX92ZISMgnJ554YnlYWNg5OTk5f/nxxx8jampqTjUYDO8BuKyxGObPnz9ACFGcmJj4t8TExEUnnHDC8C+++OKYIyZVVbXNmzdvo6Io49xutwIgDcC3vutHjhw5o6ioCAaDAS6XC4qiTKvXxam7d+82AICiKJtdLleZ74KmaRd88cUXHyxbtgxCCBkXF/dNWFjY64MHD84aMGDA2OLi4icXL148rKioKNZoNP4khBjlnyxsa/vGaJp25rfffrvw66+/NgOAyWR61m63P3qsdtTzTZgwQe8QiIiIqIfy360yqIlPv8HeaxUt+HTS7L6984UqWvDJ7PFfPDuBGhXgxTNa/jE21yaxvCSmxe2I6NjaJZGmaVoygL8AcACY3cLm0X7HRxqtBRT4HTcxKLdR3wM4vRXtfJ6EZwfRVgsKCgqfOXNmn8aujxo1Ktp/dFd9xcXFr3/33XcCAEwm05LS0tKzSkpKXN7LWzRN+zomJmbtJ598YnQ6nScAuBnAG22JuTE1NTXCaDRm2e32VJvN5kuibH/11Vehadr527ZtswKAoigZBQUF9bfk2wLg7bbG4E00aUeOHLnNr3jNG2+8kfHGG288n5GRASHEQ0KIl6WUhwBA07STli1bdu++fftgMBgqHA7HuH379vkP/dquadonSUlJ215++eUIl8t1qRBigpQyPVAMNputzOVyjdq3b99hb9G2V155pVnxBwcHLxkwYMC4ffv2AZ4RZ996Y0zcs2dPfwAYOHDgoYKCgnibzRYnhEiWUvpWZZ+yc6dnIJjb7V7i61PTtKC9e/e+9/PPPwMApJSX5+bm+k+Z3q1p2n9POOGE5f/3f/83yWazDQBwJ4B/tkf7xrzxxhuX/ve///108eLFBgAwGo1/dDgczzfrhSIiIiKi485Tq9x46rfWre/1yASBp9PaMoZCX59kuvHMGs/IuGfSFEyIa/lotFc3ueHqkCXRiai9vrNeh2fK5XOqqjZ7mpdXiN9xTRP1qv2Ou+UY1erq6he/++67w419/etf/1r70UcfBWyradpJa9euHeFyefJmtbW1t0spXf51VFXdNGXKlNcSEhIAAIqiqB35PE6n85FGRiIZfDP13G53TkfdXwhhd7lcD9cvVxRl3iWXXHJQCAEppQHAH/wu37106VIAgMvlekpKuat+e1VVD40ePXrusGFHB0te3VgMLpfr71LKw41dP4blQ4YM8cV8hl/56b5pnZGRkauGDh3qK5/iO6iurp66f//+o/34tb1q+fLlvQFACPGDlLLBuoOqqjpjYmL+NHXqVN+9r23H9g28+uqrt3744YcLFi9ebPCu53ZTbW1tuyTRDh06hEOHDrG8m5enp6d3qXhYznKWs5zlLGe5/uVuKeGSaNVXme33jyghfqtH78/zH5tR975V3vEMoebmx+nfd05+caP18wo9k0dCTXXLA9X/YG0hrv/eBQngnrECfzxJaXY8/o6UtmAeaRfUVf4dsrxrlHc1bR6Rpmna1QDOBLAPwN/b2l9HUVV1it4xtNFpWVmewUiKomxzuVy7G6n32dixY+/JycmB2+1OEUKESCk74l1UAvixkWubExISJAAhhDg3MjLyLyUlJS+0dxxSyiVSyrL65aqqujVN+6Jfv3735uTkAMCp8Owmi7y8vLOKiz0rgsbGxqY3NkJw0qRJWQkJCdi5cyeEECc1Ecb3bXiElUOHDnUvWrSo/jppR9dHCw4O/iQ+Pv7S9evXA9510jRNC9m7d+84v/XRVvj1OW3Hjh0AAIvFsqKx54uJiTkYFxcHAHC73SOFEGYppaMd2tdxySWX/OGdd965ZePGjVAUxeV2uy+VUv6vZS9T4+Lj41neA8obu9bV4mQ5y1nOcpaznOWdVz7nVAPmnBqwajP0+r1fvyEYzqCGUx199z203jNGIS5ENDvOcLMnmVZZC9gtkYiPbzhOJT4+HpW7XQAk4kIC9+Pz8343bvs1ArVu4MbRAvOmKk3Wb6r80bQwvLPTCYmWj2brCrrKv0OWd43yrqZNiTRN03oDmOs9vUdV1eqm6jfCP7liBdDYWkt+m/82Wqeru1FKOb+xi5qmDVy1alX2+++/H+hyYlGRZwsZt9u9JVAFr21+//gUAP0A7GpVtE1QFKXY5XIF/HtQVTXL4XC8vmzZsjsPHDggSkpK/mY0Gp+Kj4/PCQkJ+bWkpOT9oqKiRfVH1LXCjqau9e3bFzk5OVAUJQnwLNB/5MiRo4mhgoKCZd99913Axv7lQohGp+Oi7tp9LaKqavncuXM3K4qS6r9O2pEjR6YVFhZCUZTy5cuX/+/xxx8vAhDlt07aqbt27TICR5Oqpb4+q6urR5SWek5ramr+8d133/2jGaEo8EyXzmtr+/oXli5dektxcTEMBoPd5XKdK6Vc0rA5EREREVHHiAkWiA4CCquBbUXA2UmB6/l21BzZgkWEhBAYEQmsywe2FTa+SYFvJ9CRTWwY8EuOxPlfulHjBC4fJvDWWUpzNzELaFCEwKRehfi1jOukEbW3to5I+yuAPgC+VlX1m1b2Ueh3HIPGk2T+7wAt2JTYowdsNhBqt9t9x00lEm1Wq9X/PKyD4mlqGi7MZvPs2267bdfixYsfX7duXZTNZhN5eXn9AVwJ4Eqr1VoVHBw8p7q6+rk27NjY1Ai3CovF4jv2vQa9/HfXbAFrYxeklK3q0Cc0NPTnhISE1AMHDgDAFE3TNmdlZQ0AALfbvVRK6dY0bWlYWNilvnXS3nzzzdN9u4263e6f/furqqqKaGUolvZoX19VVRUAQAjhAlDayr6ph0tKauQnWiIiIqJ2MLW/wGe7JBbtk3hgfMPruTaJbd5PpdMGtCx5NXWAwLp8iUX7A3+kqXFKrMz1XJuWGLjv9DyJmV+4UOUEzksW+Pe5CgxK20eSXRyTw0QaUQdoayLN9+nnfE3TjpUMeU/TtPd87VRV3ec99l9TLQmNj/Dx/6TV0nXYgC6w2UAb+SeGmlojzj/hBgA234EQojmrdRp967C1haqqEsCLjz322IuvvvrqwDVr1lyZn59/bn5+/vgdO3YE1dTUBAP4pxAiBp4dX1sjpIlr/q+D7zXwfw0BYJCUstUjytrJ8qFDhz544MAB3zppm33TOgEs8/05ZMiQSzds2AAAU2pqas7wblAA1F0fDVar1eZ3epOU8j20QFvb13feeeetWbFixcT8/Pxgo9G4QghxmpRyU1v6pJ4nOTlZ7xCIiIioB7t6hCeR9tN+iYwCiZTYukmquevckADiQjyJsZa4ariCf611YUcxsDDLjVnJdad3vrVZoszu2dXzosEN+84okJjxXxfKHcCZiQKfnafAZGif6ZgnhJThxFhgY0G7dEdEXl1hG48NfscTm6jnu1YDYHvHhdNl7YuK8owzVhRldBP1RvktzucGkOs7MRqN/qPI/KfK+osrK2uw7Fib3HXXXfs++OCDZ3/88cfJd955Z/icOXNe8y2yD+B+IUR4K7se3tS1w4c9ewC43e5sAFBVtSwqKsr/4Qa18r7taeXQoUM9i5253anl5eXTAyXSfBsOGAyGaXv37h3vTXZK1F0fDSEhIXtCQo7mF1v8fG1tX99XX33159mzZ3/fp08fOJ3OEKPRuFIIcUJb+6WeZcWKFceuRERERNRKFwwWmBgHuCVw0VcurD7kGQNid0o8v9aNeRs850+eqsAcIIk1UHNCPOfEDd83HHBwYh+By4d52tzwgxvf7fWMXXC5JT7Y5sYjKzzn948TiA2p2/fOYomzPnehpAY4PQH46kIFFmP7rWmWmpqC+8d1hY/8RD1LW0ek3Y+mR2nFA/jWe/wEgK+9x0czPaqq7tU0bTuAkQAuBfBM/U40TTMCuMB7+rOqqlUtDbQHbDbwy+DBg5GRkQG32z1KCDFYSrknQD3fyCUoipLhcrmOTn8MCws7ZDAYhniTMEMQYKH8ysrKGX6jndqdqqpOTdP+PH369Dt3794NKaURQDKAjS3tSwhxhhCiV/0NBzRNU/Lz8y/OzT2aQ/zVd5CQkPBDeHj4FeXl5QBwOYA6UyM7m6qqpXPnzt0qhBgjpVTS09PPOXLkCBRFKXe73Zu9dbbl5OQUA4g0Go0z/NZH2+5yuYrrdbloxIgRF69btw4Gg+FKIcQTUsqW7Bve1vZ1OBwOV2xs7AV33XXXwldeeeWsgoKCUKPR+IsQYpKUcltr+6WexeHQc9Y8ERER9XRCCHx+vgGTP3Uhuww45WMXQk1AjQtwen/SvT1F4NYxrUs6vXWWgqxSF9bnAzO/cCPY6IZLAnZv3m3WIIEnT23Y9/+lu1Hg/WS7uRBIeqvxmUF/PEk5uoNnc4WHh+OKSIGHVwCHu/cmnkRdSpvS06qqZququqmxL9QdOXbA71r9T02ve/8cq2naJQFudR+A2Hp1jyuqqq4bP358psFgAABhNBpfFULU+fvTNG3M8uXLZx88eBAA4Ha7Nf/rRqMxvX///gAAg8Fwnai3eqWmaRctXLhwUr2poS2maVpSZGRkU6Pmko8cOeJ/3uI17wBASmkxGAz/rF/udrvv++9//9tfSulbm+sj3zUhxAvTp0/3Hd8qhDi3sf41TTPMnj07RQgR15r4msu7ThoAYMmSJTHeZ1jqn8Dq16/f0rCwMNjt9t7p6enw1gmUBPxw6tSppQDgcrkGG43GZ5u699y5c0cIIfzn1bW1fQOqqtb26dPnvLvuuuvn6OhoOJ3OcJPJ9IsQYkRT7YiIiIiI2ktCmMCm6wx4bKLA8EjAKYEws2f9tAXnKXj9zNYvpx1uEVh1tQHPpilIiQGEACwG4OQ44M0zFXx9kQJjgDXP3H6LI5XUAPlVjX9VOFq+rPTKlSthNgjclcpRaUTtqa0j0tqLBuB2AKMAfKhpWh8A/wNgAnA9PJsaAMAiVVW/DdjDcSAyMvKOc889d+k333wjnE7nWb179143aNCgv06cOHFf7969L9yzZ89jP//8sxEAjEbjFqfT+U69Lj48+eST/7hv3z7hcrnG9e7d+/vhw4c/MWXKFJfL5bpl8+bNt65duxbR0dEoLCwMEEGzXR8ZGflo7969bdHR0QvNZvPC8PDwLSNGjAg2GAwz8vLyHv7xxx8BAAaDYa3T6TzQmptERUWhqKhIjYmJGdC7d+9npkyZUg3grvT09OszMjIAAFLKf0kp/UdArrHb7XMzMjIeyMrKEkKIhf369fshLCzs7aioqIwhQ4YEu93u8eXl5efn5eVN37hxoxnAHwB83pYX5BiWDx069P6DBw/CtzMrfp/WCQAQQiwbMmTIJRs2bPCvU2d9NO/zVWqadt2ZZ5759aJFi+B0Oh+Kjo4+NzIy8uXw8PCVI0eOdBoMhlE2m+2cI0eOzNq8eXM0PN9/s9ujfWNUVXVomjZz9uzZP7z88stTioqKIkwm0yohxEQpZbvvKkvdS1hYR+2JQkRERPS7cIvA02kGPJ3Wsnb71GN/bDYbBB6ZKPDIxOYnreafY8D8c1oWS2vcliLw99W/j5AjorbpEok074fs8wAshmddple9X/7WA7iis2PrSlRVXe50Om8oLy9/b/ny5UpJScmJJSUl32Rn110v32Kx7LHb7WdLKWvrtd9SW1v77Pr16x/dvXs3SkpKzi4pKTl7587f925ITU39LCgo6LI2JtJgMBjMpaWlUaWlpdfDkwzF6tWr69Qxm82HHQ7HVa29R1xc3PdJSUnnrFu3bkZhYeEM306Wfv1/73A4Hq/fzmKxPHTLLbe4P/744z9u2bJFHDp06BwA5wDAqlWrAt2qo+edrRg6dKj7559/9v9fd1m9OsuGDh0K37RdeNZHa5BIAwBVVb9xOp2XKory8U8//WQuKioaVVRU9AYArF+/PlATR3u2b4yqqnZN086ZPXv2opdeeum0kpKSCJPJ9Js3mRZomjIdJyZObGp5TCIiIiJqi5hggWtHCry9peWj2oiooS4zxlNV1WwAqfCspbYFQCWAcgDrADwA4BRVVUt0C7CLuPPOOz+4+uqrh99www3fnHDCCRW9evWSBoMBVqvVFRMTc7BXr16P2O32kVLKvEDt77rrrsduvfXWm6ZPn36wb9++0mg0IigoyBkdHb1NCDH9jjvu+K4dwpx31lln3TljxoyVo0ePLunbt68zJCQEiqIgKCjIFRsbezAyMvJvDocjWUqZ1dqbbN26Nf2mm26afv75528dMGCA02q1wmw2y8jIyEPBwcGzHQ7HTCmls347VVXdf/rTnx6aPXv2iGuuuebL1NTU0qioKGkymWAwGBAaGlrbt2/fQwMHDvzYZDKNlVJ+Hej+7UVV1ZJBgwZt9820VRSlHMDmetW2DR48+Oh6aIqi7JBSNjol9s477/zvxRdfHH/33XfPO/nkkw/FxcW5rFar7+/AHRMTU5SYmLgoIiLiQgB/bO/2TTxrTXx8/FmzZ8/+rXfv3qitrY30JtO6wsYPpJPMzEy9QyAiIiLqcfr163f0+N6xXeajP1G3J6RkVpq6D03T5j/22GPXe6c3PimlnKNzSKQvvoH1AIsXL4Zv7UIiIiIi6hhnfebCov1d98fn505X8GALN1Sg40L7bWXbTvivlIiIiIiIiKiHWbNmTZ3z+8Z1uXwEUbfERBoRERERERFRD2Oz2eqcz0gSGBapUzBEPQgTaUREpKu0tBZunUVERERELaYIwbXSiNoBv4uIiEhX5eXleodARERE1OOYzeYGZdeNFOht0SEYoh6EiTQiItJVRkaG3iEQERER9TiTJ09uUBZiFlBTuFYaUVswkUbdiqqqNxQWFgoppeCOnURERERERIFlZWUFLL8rVYGBuTSiVmMijYiIiIiIiKiHyc7ODljeP1zgsmHMpBG1FhNpRESkq+HDh+sdAhEREdFx5b5xTAUQtRa/e4iISFcJCQl6h0BERER0XJkYJ3BKvN5REHVPTKQREZGuFi9erHcIRERERD3OhAkTmrx+31imA4hag985RERERERERMeZi4cK9A/TOwqi7oeJNCIiIiIiIqIeJj09vcnrRkXg7hOZEiBqKX7XEBGRrqKjo/UOgYiIiOi4dMsYgWCj3lEQdS9MpBERka5SU1P1DoGIiIjouNTbKnDjaKF3GETdChNpRESkq02bNukdAhEREVGPk5SU1Kx693DTAaIW4SBOIiLSVWFhod4hEBEREfU4ycnJzao3NFLgl6sMqHbKDo6ocRs2bMSlQ8fqdn+ilmAijYiIiIiIiOg4dmo/AUC/KZ7m/ZVI7MUpptQ9cAwnEREREREREelm8uTJeodA1GxCSv2GbxIRtRHfwIiIiIiIurmsrKxmT0Wl406XG6rIEWlERKSrnJwcvUMgIiIiIh1lZ2frHQJRszGRRkREutqxY4feIRARERERETULE2lERERERERERETNwEQaEREREREREelmwoQJeodA1GxMpBERka5SUlL0DoGIiIiIiKhZmEgjIiJdhYeH6x0CEREREekoPT1d7xCImo2JNCIi0tXKlSv1DoGIiIiIiKhZjHoHQERERERERERdQEU1MPvt9unrhAHAgxe0T19EXQgTaUREREREREQE2J3A+0vbpy+TAbgqDYiPPGbVpKSk9rknUSfg1E4iItJVv3799A6BiIiIiNpbrQt47YdmVU1OTu7gYIjaDxNpRESkqxEjRugdAhERERF1hDd+BKrtx6y2YsWKTgiGqH0wkUZERLpas2aN3iEQERERUUcosgH/PnaSzOFwdEIwRO2DiTQiItKVzWbTOwQiIiIi6ijzFgJS6h0FUbthIo2IiIiIiIiIOsb2g8DijCarhIWFdVIwRG3HRBoREenKbDbrHQIRERERdaQXFjZ5eeLEiZ0UCFHbMZFGRES6mjx5st4hEBEREVFH+n4DsCOn0cuZmZmdGAxR2zCRRkREusrKytI7BCIiIiLqaC9+2+il3NzcTgyEqG2YSCMiIl1lZ2frHQIRERERdbT3lwLF3GSKuj8m0oiIiIiIiIioY1U7AG2R3lEQtRkTaURERERERETU8V75Dqh1NihOS0vTIRii1mEijYiIdDVhwgS9QyAiIiKizpBbDHz+W4Pi8vJyHYIhah0m0oiIiIiIiIioc7zwDSBlnaKMjAydgiFqOSbSiIhIV+np6XqHQERERESdZe0eYPUuvaMgajUm0oiIiIiIiIio87zwjd4RELWaUe8AiIiIiIiIiOg48t/fgP0FQGIsAGD48OE6B+R1uAR45gtg4TrPem69goEJQ4D7ZgHTxrSt7/Iq4J//8z77ESDIDKQmAXecDVw6qfF2m/cBq3Z6RvKt3QNsPwi43MAVpwKfPti2mKhVmEij45KmaQLAcAAT/L7GADADsKuqatUxvHbx8MMPn7927don9u/fP+LIkSNBVVVVMBgMCAkJcYSFheWHhYX95nQ6P961a9e3UsqGW+cQdZKkpCS9QyAiIiKizuSWwCvfA/+6HgCQkJCgc0DwJKzOeAIosnnOw4OBQpsnqfbteuAffwD+dHHr+s4pBCY/DmTne85DrUB5NbBki+frjrOB124L3Pa6l4CMfa27L3UIJtLoeJUIYLveQXQETdPM6enp3y1YsGCazWarc83tdqO0tNRcWlraH0B/AJcDmApgWedHSuSRnJysdwhERERE1NneWgQ8cTkQGoTFixdj+vTp7de38Ca85BfNq19tB85/xpNEOzEJ+PBeYNQAzyiypxYAz38NPPYRMHYQcFZqy2KRErj0X54k2sBY4KP7gEnDgRoH8PJ3wJ/+Dbz+I3DiIODWMxu2Nxk8I9fGJwMnDQa+WA38uKllMVC7YiKNCMgBsBZANIA0nWNps6ysrH9/+OGH0xwOB8xmszshIeHb2NjYjxRF2ZKYmGitra1NKykpufDAgQOTdu/ebdY7XqIVK1Zg8uTJeodBRERERJ2prAqYvxSYfa7ekQBv/uSZbhlqBb55DOgX5SkPDwaeuwHIOgz8Lx149N8tT6R9lQ6s2Q0oCvDlI56kGABYzcBDFwKHioF5C4G/fgJcPwUwm+q2X/0sYDD8fr5qZ+uekdoNE2l0vCoCcCGANaqqHgYATdPmoJsn0jRNS16+fPllDocDiqJIp9M5MSsra129ahsAvKhpmmnJkiUX/ec//+GWOaQrh8OhdwhEREREpIcXvwXunKF3FMBHKzx/Xp32exLN30MXehJpG/YCO3OBYf1a3vf0Mb8n0fz98QLP63C41DPNc8bYutf9k2jUJTCRRsclVVVtAL7SO44OMG3Hjh0AgODg4LU2m61+Eu0oVVVrVVVd8Omnn3ZacEREREREREftyQO+XY/o/tH6xWCrBtbv9RyffWLgOicP9Ww8UFYF/Ly5ZYm0pVu9facGvt4vChjVH9h6AFiytWEijbocRe8AiKhdRVdUVAAApJRlbe3s0UcfvTQtLW1r//797cHBwdJkMsmIiIiagQMHrunVq1eDd/i//OUvb4WEhEghhAwPD18eqE9N0yIvuOCCUiGEFEJIk8k0q61xUvcWFhamdwhEREREpJd5C5Gamqrf/TNzPOuYAZ6EViCK8nvybHtO8/suKP1984LG+gaAkd7NFrYfbH7fpBsm0oh6luKQkBAAgNPpnCCECG5NJ5qmBd18883LX3rppc9++eWXUTk5Oebq6mo4nU6UlZVZ9u/fP8Fms62Piop6xL/dgAEDZl988cUHAMBms00ODg6+u37fmZmZn3733Xe9ACAsLOzftbW1C1sTI/UcEydO1DsEIiIiItLLki3YseBH/e6fV/L7cXxk4/Xiezes3259R7a8b9INp3YSdRBN08wA2rKYv0tV1eoWtlkyfPhwpKenw26394qOjs5ITEy858CBAz9I6fs1y7Ft37792w8++GCy0+lEVFRUbt++fZ8PDw//aciQIYba2tprt27deu+WLVtMxcXFz5pMpi21tbXfAYCqqnYAM3fu3Jmxdu1apba2dq4Q4icp5U4AeO655275z3/+c6bT6URwcHCezWZTW/h81ANlZmZixIgReodBRERERDoJf3c5cPnZ+ty8sub346AmPr4FWzx/VtQ0XqdB3/aO65t0w0QaUcd5DMATbWi/HMCUljRQVXVXVlbWp5s3b76ypqYGhYWFgwF8FxQU5EpMTMwLDQ3dJKX8LDMzc4GUMuC79BtvvHHpZ599NtXpdCI8PHxlUVHR1MLCQpdflYc0TXv/nXfe2ZSenm4wmUxvCCESfYk6VVW3FhYW/jkrK+uZ4uJiY0hIyLdCiBFvvvlmwjfffPNaXl4eFEWRVVVVM6WULU0UUg+Um5vLRBoRERHRcazvz7s80yBjI5rf6Ln/Ac99fYyObwpc/sfzgT9e2Px7Efnh1E6iHiY5Ofmam2666Y0BAwa4fWXV1dWGAwcOJGzfvn1WZmbm+xaLpSIhIeE/Qojw+u0zMjIeP3ToEIQQsry8/Aoppat+HVVVt86YMeNzb9/9AaT4X4+Ojv6/K6+8cq0QApWVlcnh4eFz161b982KFStMABAUFPQ3KeXGdn94IiIiIiLqdhSnG/jPry1rVFED5JcG/vJp7Lr/yK8Q6+/H1U3sJl/lHV0Wam28Tn0hlo7rm3TDEWlEHURV1TkA5uhwXxeAO1JSUh5fvHjxn7Ozs8/Py8sbkJeXZ3S7Pbk1u91uyM3NvTwkJGSKECJVSpkHAJqmBe/bt280AAQHB+8//fTT3TNnzuwT6D6nn376hrCwsCtsNhsAjAewyS8GqWnahdOnT89atGiR1Wazzf74448BAKGhoZsrKiqebI9nPXToEAAgPj6e5d243Hetq8TDcpaznOUsZznLWX7clls6fxMoCUAAdXbMbFb8c670fAWqLy72lOe+0ng/vp8/fWufAcjfuAOuwX0C1o/en+9Ztyeud91+mozTb120Q8U4FGUKWL866xCC6vXdVP8AUF1d7WnTjPrdvbyrES1YNomoR9M0bQ48UzHtqqr2uF8FPProo0N37959w+HDh69ft25dvN3u+a1HaGjorzab7TQA0DRt9Jtvvrllw4YNLe3+MSnlM/ULX3zxxcvnzp37nwMHDgAATCaTvba2dqiU8kDbnuYovoH1AHa7HRaL5dgViYiIiKhjFdmA6Os7/bbV00YhaPHf2q9DbyIN8otj17VVA72u8ezc+d+HgYtPbljH7QYirwPKqoBXbwXuPKf5scTcABSWA8/fADxwfuA6J9wHbD0APHQh8M/rmu7vhpeB95cCV5wKfPpg8+PovoTeAdTHEWlEHUSnzQYa9cwzz+yCZ922x/70pz+9/corr9xcWVmJioqKU4UQA7zJrV7V1a26ZcAsSFBQ0MZ+/fq5Dhw4YAAAi8Wy1uFwtFcSjXqI8vJyxMTE6B0GEREREelk+1nJGKfXzcOCgPHJwNo9wKKMwIm0Nbs9STQAmDamZf1PHQ18tsrTd6BEWm4RsO2gt+8TWtY36YJrpBF1nMcA2Nrw9X1HBTZo0KA7zjrrLP+MmW8cdYVvZFBISEiGlFI082tO/XtommZcs2bNwt9++83gK6uoqDjNYrFc3VHPRd1TRkaG3iEQERERkV5OSETJif30jeHqNM+fH60A8oobXn/uK8+f45KBYS2M1df3TxlARnbD63O/9oyGi+vtSbpRl8dEGtFxSFXV2ujoaP+RYcHeP/dHR0dLAHA6nQPaco+8vLz/++yzz4YCQGxs7J7Ro0f7pmG+I4RIaEvfRERERETUQ9w3CxA6z9677SwgMcYzzXPWP4Dt3hFitmrg4Q+AL1Z7zv/xh8DtxcWerzmfNrx2wQRg4hDP9NCL/gms3ukpt9cCz38FzPvWc/7klYDZ1LB9ld0zNdT3Za/1lDucdcsr2m0yEx0Dp3YSdRC9NhtoLpvN5r+JwCEAUFW1dN26dTsBDLfb7b2FEKdIKX9rad+app3y+eef32+z2WA2m2sKCgqm3HnnnQ/s37//AZvNZg0NDf1KCDFecpFGIiIiIqLjV3Q4cHUaUmxl+sYRZAG++hMwbQ6wYS8w6l4gPNizu6fb7Un0/eMPwFmpLe9bCODzh4DJjwPZ+cApj3p256ypBZwuT53bzwZuPTNw+39+CTy5oGH5l2s8Xz7XTwXm393y+KjFOCKNqAfRNO2i5OTkn3v16tXkmOC///3v9y9btiwCAIxGox3A0Xfg1NTUOb5dUkJCQj4TQkQG7MRzP+vkyZOn1isLXbRo0ddbt271/VrpJillblxc3COXXXbZLgCoqKgYGxIS8mhrnpF6nuHDh+sdAhERERHp4Y6zAasZ4eHhekcCpCQBW+cB98wEBvXxjPyKCgVmjgMWPQH86eLW950QDWx6HnjsEmB4P8Dp9qzNNnU0sOCPwOu3tdtjUMfjrp103NI0bSQA/3fsWwDcDMAB4PR61TeqqmrvrNhaS9O02Q888MDLVVVV6NOnT05MTMx3FovlO5PJlJmUlCTcbvek0tLSW9etW3dKYWEhACAoKOiJqqqqp/z7ue+++xa99tpr02traxESElLdv3//90JCQj6Njo4+EBEREetwOE4rLy8/f//+/admZ2e7nU7n0V1OH3nkkc/nzZt3icPhQFhY2Ffl5eUX+sU35IMPPtj+66+/Gg0Gg9vlcqVKKbe04ZH5BkZERERE1F46c9dOkwE4oAF9e2Px4sWYPn1659yXuhvu2knUhbyGhgkzwLPTZv3pjEkA9nV0QO3AFhQUhMrKShw+fDjh8OHDKgAVAH77re4jKYqC3r17v1VYWPhU/U5Gjhw564Ybbvjvf/7zn5nl5eVBO3bsuBPAnYFuaDQaq3zH8+bNu/TTTz+9xOFwICgoqNhms9XZu1lV1d2lpaX37969++WCggIlODj4WyHEEClll09SUsfhD05EREREx6Gr0oC+vfWOgqjFmEgj6kFUVX0/Pz9/5YYNG+7Jy8s7s6CgILG4uDi4srJSSClhsVjc4eHhpaGhob8VFhb+ubCwMOB2iaqq2lVVnRUXFzf5119/fXbfvn0pBQUFQZWVlcJoNCI0NLQmPDz8gMVi+Wrnzp3PAoCmaXHffffdBwcOHIAQAjU1NRdIKcvr9/3www+/kpube9krr7wyuaqqqn9oaOjL8Cb7iIiIiIjoOHHfLL0jIGoVTu0kou6Mb2A9AEekEREREXURnTW18/RRwLK/HT3NzMzEiBEjOv6+1B11uamd3GyAiIh0FR0drXcIRERERNSZ7j+vzimTaNSdMJFGRES6Sk1N1TsEIiIiIuosg/oAs8bVKVqzZo1OwRC1HBNpRESkq02bNukdAhERERF1lntnAQZDnSKbzaZTMEQtx0QaERHpqrCwUO8QiIiIiKgzhAcBN56hdxREbcJEGhERERERERF1vJunA2FBDYrNZrMOwRC1DhNpRERERERERNSxFAHcfW7AS5MnT+7kYIhaj4k0IiLS1fTp0/UOgYiIiIg62oUTgaQ+AS9lZWV1cjBErcdEGhER6SonJ0fvEIiIiIioo91/XqOXsrOzOzEQorZhIo2IiHS1Y8cOvUMgIiIioo40Lhk4dbjeURC1CybSiIiIiIiIiKjj3D8LEELvKIjaBRNpRERERERERNQx4noDl01qssqECRM6KRiitmMijYiIdJWSkqJ3CERERETUUe46BzCb9I6CqN0wkUZERLoKDw/XOwQiIiIi6ghWE3DbWceslp6e3gnBELUPJtKIiEhXK1eu1DsEIiIiIuoI104BovlLU+pZmEgjIiIiIiIiovZ33yy9IyBqd0a9AyAiIiIiIiKiLsCgACckwlZhQ1hoWNv6GjsIGNm/WVWTkpLadi+iTiSklHrHQETUWnwD6wEyMzMxYsQIvcMgIiIiIq8VK1Zg8uTJeodBBABC7wDqYyKNiLozvoERERERERH1XF0ukcY10oiISFdr1qzROwQiIiIi8pOVlaV3CERdFhNpRESkK5vNpncIREREROQnOztb7xCIuiwm0oiIiIiIiIiIiJqBiTQiItKV2WzWOwQiIiIiIqJm4WYDRNSd8Q2MiIiIiKidlZeXIzw8XO8wiABuNkBERFQXF7MlIiIiIqLugok0IiLSFRezJSIiIupa0tPT9Q6BqMtiIo2IiIiIiIiIiKgZjHoHQERERERERETdT61LwuZofXuLAQgxd7klsIiaxEQaERHpasKECXqHQERERER+kpKSmlXvhfUSj6xwt/o+t44R0M4ytLo9kR44tZOIiIiIiIiIjkpOTj5mnVqXxMsbWp9EAzy7gxJ1N0ykERGRrriYLREREVHXsmLFimPW+WK3RE5F2+5TWVnZtg6IdMBEGhEREREREREd5XAce+GzeevbNhoNAOLi4trcB1FnYyKNiIiIiIiIiJpt9SGJ1Xlt74dTO6k7YiKNiIh01dzFbImIiIioc4SFhTV5vT1GowGAzWZrl36IOhMTaUREpKvmLGZLRERERJ1n4sSJjV47UC7x+S7ZidEQdS1MpBERka6as5gtEREREXWezMzMRq+9utENF/NodBxjIo2IiHTVnMVsiYiIiKjz5ObmBiyvcEhom9svixYTE9tufRF1FibSiIiIiIiIiOiYPtgmUWrXOwoifTGRRkREujrWYrZEREREpD+3lJi3oX02GfA5cqSgXfsj6gxMpBERka6aWsyWiIiIiDpfWlpag7Lv90rsLtEhGKIuhok0IiLSVVOL2RIRERFR5ysvL29Q9sJ67jBABDCRRkREOmtsMVsiIiIi0kdGRkad8y1HJH4+0P6JNC7xQd0RE2lERERERERE1Kh569t3bTSf8PDwDumXqCMxkUZEREREREREARVUSnyU2THTOvPy8jqkX6KOxEQaERHpKtBitkRERESkn+HDhx89fiNDwu7qmPu43R0z0o2oIxn1DoCIiI5v5eXliImJ0TsMIiIiooDK7RL/XOvGf3dJ7C8HgoxAaqzAHSkClw5r29gUh0ti3nqJjzPd2FMKGBVgRCRw42gFt44REEIEbLe7RGJljsS6wxJrD0tsLgQcLmBiHLD6D23/mJ+QkAAAsDslXtvEZBeRPybS2pmmaRcCuB3AiQB6ATgE4AcAz6uqmqVjaG0mhAjr37//w1LKK2w224Dq6mqzlFIEBwfLPn36VCYkJOxITU19fdiwYR+qqlqrd7z+hBDzAVw/dOhQPPjggzeqqjpfhxgGAsgGgHvuuSf/xRdf7NvC9nMAPAEAc+bMWfPEE0+c3N4xEukhIyMD06dP1zsMIiIiogZybBKTP3Uhu8xzHmoCyh3AkgMSSw5I3HFA4rUzDa3qu9wuccYCF9bne86DjUC1E1idB6zOc+ObLIEvL1RgVBom0x5a7sZXezpuF83Fixdj+vTp+HSHRH5Vh90GJpOp4zon6iCc2tlONE0Tmqa9A+BLAGcDiAVgAZAE4A4AmzRNO1fHENskNDT0DqvVeuTgwYN/ycnJGVJWVmZxOByitrYWZWVlYteuXaFLliwZ/+KLL77z0UcfFb700ksX6B1zcwkhpgghpBBCPvnkk6v1joeIiIiIiPQnpcSlX3uSaAPDgV+vMsB2rxG2ewz452QFigBez5B4a3PrRmzd+pMb6/OBSCvwzUUKKu41oOpeA+bPUGA1Agv3Sjzxa+C+DcIzcu26kQIvnaHg2pGBR661hZQS8zZ07Gi02NjYDu2fqCMwkdZ+HgVwk/d4AYAUeJJpFwDYByAUwH80TRuqS3RtEBIS8mJlZeVrNTU1lqCgIEyZMuXw5Zdf/q+rrrpq6tlnnz30pJNOOnPYsGEvREdH57pcLqxYsSLc4XCoesdNRERERETUWl/tkViTBygC+PJCAyb18ySrrEaBhyYouGes5/yvv7rhcLVsdNjGfIkFOz1t3puhYFayAiEEDIrA9aMVPJvm+aj+wnqJgsqGfS84T8H2m4x4/1wD7h6rYFCvtjxpYCtygE0F7d+vv9KS0o69AVEH4NTOdqBpWh8Aj3lPvwVwpaqqvne7rzVN2wJgCzzJtKcBXNb5UbaOoig3SCnvAYCkpCRcf/31/xcXF/eo3/MBwG4AiwE8EBERcVV1dfW7ADpunHErSClvAHCDzmEQUQD+i9kSERERdRW+nSqnJwqkxjYc8fXH8QpeXO/C4UrPVM8ZSc0fFfZxpmek17BI4PzBDce3qGMEnlgFlNmBL3ZL3J5at29DgOme7Sk6Ohpz1nf82miVVZUAojr8PkTtiSPS2sd1AEK8x3+ul2SCqqrZAN7ynl6saVq3GL8qhIhQFOV1AOjduzfuuOMO7YknnvhT/efzV1pa+onD4RhVXV39586LlIi6M99itkRERERdydKDno89Zw8MnLTqFyYwKtpzvORAy8YR+Po+KzFw30EmgTTvCLiW9t0ewgam4OsOXIONqDtjIq19nOf9c7eqqhmN1Pnc+6cCYFbHh9QubnO5XFYAOP/886t79er1YHMaSSn3Pv7443VeB5PJ1G/IkCH/l5CQsDs8PNxuNBql1WqVffr0cU6YMOHQvffe+5SmaUGB+qu/hpkQIjY+Pv6ziIiISpPJJMPDw2VKSkr5nXfeqWmaFtpIH/OFEHLYsGFS07Qb/MolgKW+8zlz5kz03UsIIaOjo6WmaXPa4zn0JoQY3L9//x969+5dYTabpdVqlfHx8c60tLS9f/nLX27XNK3RX2tFRERckZCQsD0sLMxhNBplUFCQjI6Odg4ePLjijDPOWH///fffo2maod79wuLj41/u06dPQVBQkMtgMMiwsDDZt29fR2pq6pGZM2d+8+KLL07o+Cenrm7x4sV6h0BERERUR0GlRFG153hUEwOmRkZ5foTeXtT8vqWU2FHs7Tu68ZFlI7333V7U+Qmtx3/M71pTjIi6EE7tbB8nev9c00SddQBcAAwAxgJ4t6ODaiuz2Xy1w+GA1WrF2LFjP1VVtaK1fUkpd+7ZsyfEv8zlcqGgoMBQUFAQt2nTpsevu+66PwA4WVXVI431k5eXZ7VYLDvz8vIifGU2mw2bN28O27p1663XXHPNLADjVFXNa22snfEcnc1qtd6kKMrbOTk5df6nzsvLM+Tl5SVt2LDh9RtvvPFmTdPOUFXV5l8nJCTkw6qqqmvKysqOlrlcLtTU1BiKiopCsrKyxkZHR48dMWLEBwBKAUAI0c9qtW7Iy8urM/qyoqICFRUVpvz8/OiMjIxZU6dOVQDM7KjnJiIiIiJqjbzK34/jQxtPdsWH+uo3P+1U7gAqa+u2D9y3ACDrxNIZyuwS/8uN6JR79e3bt1PuQ9SemEhrI03T+sGz9hkA7G2snqqqdk3T8gAkABjWivsYAVhbFaSHW1XVZm9cLIQIFkKMAoDExERYrdZlbbg3goKC9o8fP1706tXrO4PBsC44ODhz69atFrvdnpafn39vcXFx/48++mjQgAED3gfQ6O6mCxYsGK0oiuHCCy/Mjo2NfTQrK2tzdnb2jLy8vCerq6vDPvroo7j4+PjvNE0b29QUVJ/BgwdHFBYWnlFaWvoFADz66KMbMjIyjt7fYrG4ARzNILXXc3QmIcTpQoi3pZQiNjYWU6dO/aVXr15/27x5c97hw4cvz8vLe6iqqsryzjvvjH/kkUc+h2fXWV/bMwFcAwDjxo1zDRs27HUp5Wc2m+1gbm5uX4fDMa28vPwSp9NZ5/d0JpNpXk1NTazZbMZZZ511MDIy8v+EEL/s3bu3sry8fGRNTc15R44cucDtdhd37qtBRERERHRsvkQXAAQ18ak52HutwtEBfZu8fdc2XqcjvLNFotrdOamCWkctAHOn3IuovTCR1nbRfsfHGoFUAE8irTWrKV4D4L1WtPPZD2BgC+onSCkNwNHfEuxow71hs9lGNXIpXQgxz2KxrKmpqRm3evXqczRNG6Kq6u5AlcvKygz33HPPzhEjRqSqqlrjLc4UQvzPaDRudzqd1oULF6befffdlwL47Fhx7d69u0wIUeI7t1gstd9++21+Rz9HZzKbzW87HA7Ru3dv3HPPPR/++c9/vs7v8hYhxH8VRVlXU1Nj+Pbbb8+Kj4+foarqD97r5wDAgAEDoKrqA6qqvuTXNhvAbwD+Xv+ebrd7BgBceOGF7mnTpqWqquqfMNsD4GsAt7bnc1L3FR0dfexKRERERM3w1Co3nvqtdYvkPzJB4Ok0w7Er9mBOt8RLGzp+kwGfouIi/L7cOFH3wDXS2s7/u76m0Voe3ln2aGIAb5fR23cQFBQE+I3Kam9SSpfdbn8XAHbs2AEAZzRWd9y4cRgxYsQ9fkk0Xx/ZLpfrnwCwbds2FBUVqR0Vb2Na8hydRQhxksPhGAwA5557riMmJubu+nWklJuEEG8AwIYNG1BeXn6732UDAPTq1QsADjX3vlJKBQDCw8Nr4J3u2REOHTqEQ4cahsXy7lUeGxvbpeJhOctZznKWs5zl3be8rNwGl0Srv3wqS38fI1HtbPy+Vd5rFtQ2O84Q0+/H/n3Xr1/lHYkWauq817OqFiisbnC5wxgMhi7174flXbO8q+GItG5CVdX5AObrHEabhIaGnh4ZGfmPioqKlKqqqmCHwyGkrDv7sqCgAACGNtbHmDFjagD8HOialPJLAH+VUmLfvn2naJommjO9s6Xa4zk60Wm+gzFjxvysqmrAhKjL5foUwF1utxvZ2dmT/S5tAoCtW7fihx9+eDUvL6/0iSeeOObK8EajcavD4ZjwzTffBCuK8rWmabd2xLp18fHxLO8B5QUFBUhNTe0y8bCc5SxnOctZzvLuW/78jF54fkbASy2SmhQDzxLXwKEKiRNiRMD7HvKuIj2gtzlgTIHKws2eZFpl7e/tA9U/VOH5jBEX0ozXIdt1zPs2t/yGUQKvbuqcrQZcLhfi4wc0GQ/LWd7VcERa2/kv/XisNcx8uzm2etH+TnR0umN1dTUA9GpLZ6GhoW9WVlYuO3jw4KSSkpIQu93eIPnUnHvFxMRkq6rqauTy0emnpaWlIQDC2xJzIO31HJ0oEQDCw8MRERHR2I6yALDNd1BWVtZb0zSz9/TfVqt1p5QSX375ZezTTz+9aMiQITVpaWmbL7vssueff/75IYE6czgc9ymK4s7Pz4emaTMffvjhQykpKUVnnnnmYlVVb29sd1U6PhUWFuodAhEREVEdMcEC0d5Pb9ua2JHTt6PmyBYs3iOEwIhIb9+FjSesfDuB+nYG7Sz3jO28NEFEr4hOuxdRe+GItLbz/wQYc4y6vust2BzZo7M3GwCQI4RwSSkNhw8fBoDhANJbc2MhxDUAVAAYOnSoHDly5EKLxfK5oigbnU5ncWVlpXPp0qVXVldXz3O73UAT/y7NZnOje9ZIKWuEEG4Ait1uBzxTaNttSmp7PkcnCgUAq9UKNJ3APbpTp/e1CwNQJKWsFUJMiI2NnWez2a6urq627Nmzx7Jnz54TAJzw008/PbBs2bKsc88996o77rhjra8PKeVvBoPhpNjY2PeKiorGlJWVYfPmzZEApgGYtmTJklc3bdr0eWpq6i31dwklIiIiIuoKpvYX+GyXxKJ9Eg+Mb3g91yaxzftpcNqAliW7pg4QWJcvsWh/4ERajVNiZa7n2rTEzk2kDY0UODm8EKvLO34d25BQro9G3U9X+KDf3R2CJ0ERCiCpsUqaplkA+MYp7mzFfTp1swEpZZXFYtnmcDjG7N+/HzU1NVMAfNCaG5vN5vscDgcGDx6M++677/Y77rhDq19HCNGs/x0cDkej77RCCCu8oywtFgvQziP/2vM5OlEFANTU1ABNr8139Jr3tTua3JJSlgO4SQhxc3x8/MSIiIirKioqpuXl5Y0oLy9XFi5cmGy321cZDIaJqqpu8LVzuVwbAKQIIUKHDh16oaIoFxYXF59WUFDQJysrS3n77bcvv/fee0dompaqqmrnrWhKRERERNQMV4/wJNJ+2i+RUSCRElv3R/2569yQ8Ey9nNrCRNpVwxX8a60LO4qBhVluzEquOwrsrc0SZXbPrp4XDe78jxgXxeR0SiItNzcXQMOpnURdGad2tpF3Da6N3tOJTVQdB+/C7QA2NFGvy3A4HJ8AniTMhg0brmztdDyn0zkSAMaOHQuDwfCfQHWEECc0p68jR44kaZrW2FY6w30HERERlQDKWxprU9rzOTrRPgAoLy9HWVnZmCbqHd2NNCIiolhVVUf9ClJKmZubu3rbtm337t+/f3RtbW10cHDwJgBYsmSJ0Waz/TlQx1LKip07d/47MzPz0vz8/L4Wi2WKwWBw1tbWYunSpScAOLstD0jd3/Tp0/UOgYiIiKiBCwYLTIwD3BK46CsXVh/yjBCzOyWeX+vGvA2e8ydPVWA2NEx2DdScEM85ccP3DVemObGPwOXDPG1u+MGN7/Z6fq/sckt8sM2NR1Z4zu8fJxAb0rBvu1OisOr3L9+mB0436pSX2Vu31tkNpybiBG6sThQQR6S1j28ApAEYqmnaCaqqbglQ51Lvn24AC1t6A502G3jTYDDMcblclq+//jpo1KhRzwO47ViNhBCDnnrqqbDHH388AwCklCYA8E53bJAEE0IEG43Gy5xOZ/1LDWzevNk6YcKEaQB+CtDPRVJKCCEwcODA31qw0UCt78Dtdje633V7Pkcn+sV3sHnz5mmapoWrqtogwWgwGK5wuVxQFAUDBw5c2ZyOpZQlQognAXzpcrlQUFAwujntampqlptMpp8AnJufnw94EqDfN+tpqEfKyclBQkKC3mEQERER1SGEwOfnGzD5Uxeyy4BTPnYh1ATUuDwJKwC4PUXg1jGtG5/y1lkKskpdWJ8PzPzCjWCjGy4J2L15t1mDBJ48NXDfn+yQuPGHhpM61ucDMa/9nrg7PQFYdmXLP/b36hWO+8YpuPlHThwhqo8j0trHBwB86489Xf+ipmkD4V1bC8AXqqoWdFJcbSKlLHG73XcBQElJCV5//XX1qaee+oemaY2OLY6IiLjSbDZvCwoKOvo6GI3GXADYsmULAJxXv43Van3V6XSGNSem9evXIzMz8yVN0+qsFyeESDIYDA8DwKhRoxAVFdVg2mUTjq5ZV15eHtdYpfZ8js4ipVxnNpt3A8C3335rKSwsnFe/jhBijJTyTsAz2i48PPwN37UBAwakaprWaIZDCDHYdxwSElLoLQu54IILTvHbsKB+G0VRlCHeNkAr1gyknmXHjh3HrkRERESkg4QwgU3XGfDYRIHhkYBTAmFmz/ppC85T8PqZjf4e/pjCLQKrrjbg2TQFKTGAEIDFAJwcB7x5poKvL1JgVPRZOWblypW4eoRATNCx67aFdy1nom6FI9Lagaqq+ZqmPQ1PEu08TdM+9R4fhme650sAQuBZryrg9Leuyu12vxMaGjqusrLyjuzsbDz77LOPnnzyyTcuXbr0fYPB8G1hYeHhoqKiATab7ZyioqIry8rK+nmbHn3Hd7lc/wbw5507d+Ltt99+a/Xq1UNra2sXrF27Nq6kpOSvNTU1p/Tt21cePnz4mP9L9OrVy/Xmm28OO/vss7dt2LDhT7t27dqyf//+GcHBwU9WVVVZDQYDZs2atQnA5y14zD0Gg6Ha5XIF/fzzz/3uvvvuv5hMpvd27dpVGBISIqdNm+ZUVdXdns/RVvv374+ZPn36zU3VGTNmzN65c+cudTgctwohlpaUlIiXXnrpxi1btiT36tXrb5s2bTpcUFBwqcViecRutxusVivOPffcRaqq/uDrIz8//40nn3xy4qeffro9MjLyf8HBwT8VFxfn5OXl9SsuLr5GUZSbXS4XBg0ahL59+77vbRbzzTff/JKdnV371VdfLYuIiPifoii/7dmzp6aiouLE2NjYhwoKCoYAwNixY2vA0WhERERE1IWFWwSeTjPg6bSWtdunHvvjttkg8MhEgUcmtmyMyw2jFdwwumPHxViNAnekCjz1W+umhzZHVFQLtjsl6iKYSGs/zwBIBnATgCu8X/4qAFyhququzg6srSoqKu4MDQ3NdDqd/6qurrYsXbq0L4BHvF91GI1GnHbaaaUWi+VVX5nb7X7WarVeWVNTk7x27VrT2rVrHwPwmO96amqq22w2a4cPH779WLFcfvnlW+fPnz/wf//73yAAC/yvKYqCP/zhD3lJSUnntmBaJ6SUTpPJ9BqAB7ds2YItW7b8DcDfAM8b+7Rp054EMKc9n6Ot3nvvvUEA3m6qzuDBg6sAhEgpl1ut1ltqa2vfzs/PF59++ulkAIv86wYHB+PGG29c169fv0vq93Po0CEcOnRoJICR8Hten+joaFxxxRX/BfCWr0xKqWzZssWyZcuWs9HIGmgnn3yyc/LkyZepqnqkGY9MRERERESd7I5UBc+uccHRQTM8i4qKAMR2TOdEHYSJtHbiTdzcrGnaQnjWERsLIByeXT1/BPCcqqpZOobYJhUVFS8LId4fMGDAIy6X64qKior+VVVVZiklQkJCZJ8+far69++fOXbs2JcHDx78saqqRxcKk1JWCCFOjI2NfdFut19eUVERYrVaERsbax89evSGGTNm3HXXXXelADhmAiouLq7GbrcPj4uLe62ysnJGVVVVUFBQEAYOHGg77bTT/pOamnq/qqot3q3T6XQ+HBUVVa4oyuzy8vJoh8MhpKybi2vP5+hsNTU17wohViYkJLxSUVFxWmVlZbCiKIiMjHQlJycfOP300/85YMCAN+snIBVFuXLYsGF3VFdXz6qqqkqsrKwMstvtSlBQEGJjY2uSk5N3TJ069a+PPfbYN37NDsTHx88IDQ29uaKi4tTq6uroiooKk5RShIeHy379+pWdcMIJi04//fQHVVU92MkvBXVBKSkpeodARERERH769fNMNOobInDVCIH3t3XMqLSampoO6ZeoIzVIFhB1NUKIKQCWAsCcOXPWPPHEEyfrGhB1JXwD6wHsdjssFoveYRARERFRAJsKJE78oOHOo+3h3KhD+PbGAR3SN/UY+iwU2ARuNkBERLpaubJZG8USERERUSdZs2bN0ePUWIEp/btcLoNIN0ykEREREREREdFRNputzvn94zomkeabQkrUnTCRRkRERERERESNmjlIIDmi/futrKhs/06JOhgTaUREpCv+JpKIiIioazGbzXXODYrAvWPbP31QWlba7n0SdTQm0oiISFcjRozQOwQiIiIi8jN58uQGZTeMFgg3B6hMdJwx6h0A0bFIKZehC+7UQUTtY82aNZg4caLeYRARERGRV1ZWFpKTk+uUhZkFbh0j8Pw6qVNURF0DR6QREZGu6i9mS0RERET6ys7ODlg++0QFSjsOcYiKjGq/zog6CRNpRERERERERHRMA3sJXDS4/TJpJrOp3foi6ixMpBERka7qL2ZLRERERF3X/ePbL41w+PDhduuLqLMwkUZERLoKtJgtEREREelnwoQJjV6bFA+M79OJwRB1MUykERGRrrKysvQOgYiIiIiaSQjRrqPSiLob/usnIiJdNbaYLRERERHpIz09vcnrlw4ViA9t+31CgkPa3glRJ2MijYiIiIiIiIiazWwQmH1i29MJEb0j2h4MUSdjIo2IiIiIiIiIWkQdIxBkbFsfBQUF7RMMUSdiIo2IiHTV1GK2RERERNT5kpKSjlknKkjgulGiTfepra1tU3siPbQxf0xEREREREREPUlycnKz6v3lZAUnx8lW36cs6zCAAa1uT6QHJtKIiEhX6enpmD59ut5hEBEREVELJYQJ3DC69aPSVhTXtGM0RJ2DUzuJiIiIiIiIqNNNnjxZ7xCIWoyJNCIiIiIiIiLqdFlZWXqHQNRiTKQREZGumrOYLRERERH1PNnZ2XqHQNRiTKQREZGumruYLRERERERkd6YSCMiIl2tWLFC7xCIiIiIiIiahYk0IiLSlcPh0DsEIiIiItLBhAkT9A6BqMWYSCMiIiIiIiIiImoGJtKIiEhXYWFheodARERERDpIT0/XOwSiFmMijYiIdDVx4kS9QyAiIiIiImoWo94BEBHR8S0zMxMjRozQOwwiIiIi6qIW7HBjc6FscburhysYGS06ICI6njGRRkREusrNzWUijYiIiOg4lJSUdMw6FQ4JdZEbZfaW9z++j2Qijdodp3YSERERERERUadLTk4+Zp33t8lWJdGIOgoTaURERERERETU6VasWNHkdbeUeHGDu5OiIWoeJtKIiEhXaWlpeodARERERDpwOBxNXv9ur8Tukk4KhqiZmEgjIiJdlZeX6x0CEREREXVBL6xv+QYDRB2NiTQiItJVRkaG3iEQERERkQ7CwsIavbb5iMSSA0ykUdfDRBoRERERERERdbqJEyc2em3eeq6NRl0TE2lERERERERE1OkyMzMDlhdUSnyUydFo1DUxkUZERLoaPny43iEQERERkQ5yc3MDlr+eIeFwdXIwRM3ERBoREekqISFB7xCIiIiIqIuwOyVe28RpndR1MZFGRES6Wrx4sd4hEBEREVEX8ckOiYIqvaMgahwTaURERERERETU6dLS0uqcSym5yQB1eUykEREREREREVGnKy8vr3O+7KBExhGdgiFqJibSiIhIV9HR0XqHQEREREQ6yMjIqHM+bz136qSuj4k0IiLSVWpqqt4hEBEREZHO9pRIfJPFRBp1fUykERGRrjZt2qR3CERERESks5c2uME0GnUHRr0DICKi41thYaHeIRARERHprtwu8c+1bvx3l8T+ciDICKTGCtyRInDpsLaNgXG4JOatl/g40409pYBRAUZEAjeOVnDrGAEhRMB2u0skVuZIrDsssfawxOZCwOECJsYBq//Q9nTC8OHDAQClNRLvbmUajboHJtI6iaZpAsBwABP8vsYAMAOwq6pq1TG8diOEiB8yZMizNpvt7MrKyqiqqipDUFAQIiIi7AMGDMgePXr02+PGjXtRVVWn3rEer4QQEgCuvvrqoo8++oiLUxERERER6SzHJjH5UxeyyzznoSag3AEsOSCx5IDEHQckXjvT0Kq+y+0SZyxwYX2+5zzYCFQ7gdV5wOo8N77JEvjyQgVGpWEy7aHlbny1p+MSXAkJCQCAd7ZIVNZ22G2I2hWndnaeRADbAcwHcCeA8fAk0XqMPn36PGMymQ7u3r372sOHD8fabDaDy+VCRUUFcnJyLKtWrRr+zjvvPPfxxx8ffvHFFyfqHW9PIoSYIoSQQgj5+OOPf653PERERERE1DxSSlz6tSeJNjAc+PUqA2z3GmG7x4B/TlagCOD1DIm3Nrtb1f+tP7mxPh+ItALfXKSg4l4Dqu41YP4MBVYjsHCvxBO/Bu7bIDwj164bKfDSGQquHRl45FprLV68GE63xEsbWvdsRHrgiDR95ABYCyAaQJrOsbSL3r17f1paWnoFAERERGDChAkbo6KiXpNSrs7KygqtqKi4IC8vTy0tLY1cvnx5VHFx8a9ut/uc+++/f5HesRORvqZPn653CERERES6+WqPxJo8QBHAlxcakBrrSVZZjQIPTRA4VOmZlvnXX924fpSA2dD8ZNbGfIkFOz0jyt6boWBWsmcsjUEA148WKLUD9y1144X1EveOlYgNqdv3gvMUGPxGqs351dXWx23gf7slDtjavVuiDsNEWucpAnAhgDWqqh4GAE3T5qAHJNKCg4Pvqa6uvgIAhgwZIq+99trrH3/88Q/rVVsthHgiIiLim9LS0rO2bNli+P77778KCQlJVlU1T4ewj1tSyvb9NRJRG+Xk5Bwd1k9ERER0vPko05Pomp4ojibR/P1xvIIX17twuNIz1XNGUvN/nP840zPSa1gkcP7ghhPS1DECT6wCyuzAF7slbk+t27chwHTP9vbCeo5Go+6FUzs7iaqqNlVVv/Il0XoKIUSkw+F4DvCMRLvxxhv/GiCJBgCQUjpKS0tnhoSEZAHA4sWLg/bu3ftWZ8ZLRF3Pjh079A6BiIiISDdLD3oSaWcPDJy06hcmMMq7svGSAy1br8zX91mJgfsOMgmk9ROt6rs9HDb1x6pDnX5bojZhIo3axGw23+VyuUwAcM455xyJiop6tqn6UkpnZWXlLd5jrFq16hxN0wIORRFCRA4aNGh+3759j4SEhLhMJpOMjIx0DRo0qGLKlCnrH3jggSsbaWdKTEz8c//+/feFhYXVGo1G2atXL3f//v2rJ06cuOfmm2/+i6ZpVr/6N/jWF/OOEgzIarUWCiHkeeed1+B/mNDQ0E1CCDlp0iSpadrAvn373hAXF3cgJCTEZTabZXx8fO306dM3/etf/xrfWP9xcXEjR4wY8XZCQkKOL+6goCAZHx9fO2nSpN0PPPDAjY08rwSw1Hf+97///RLf8wghZHR0tNQ07Qb/+kII+Yc//KHRrRIjIyNPTkpKSo+IiKgxmUwyODhYDhgwwD516tRNTz755LTmvkbx8fG3xcXF5QQFBbnMZrNMSEioPfvss9e/8MILoxrrg4iIiIjoeFFQKVFU7TkeFdV4vZFRnmTX9qLm9y2lxI5ib9/RjY8sG+m97/aizk+kfWcb3On3JGorTu2kNjEajdc4HA5YLBaMHz9ea85unFLKZUFBQQU1NTWxmzZtUq655przALzuX6dXr14XWiyWBdnZ2Sb/8pKSEqWkpCQkOzt7bFhY2CcAPvW/LoRIDgsLW3XgwIFY//Ly8nJRXl5uzcnJSS4tLf3bxIkTfwGwrLXP3ZS//e1vz+Tn59dJ8uXl5Rnz8vJSsrOz02tra2987LHH3q8Xdy8A2w4frjtg0eVy+doO3rx587t2u/3ylJSUc1VV7bD/5aKiov6vtLT04ZKSkqNlTqcTBw8eNB88eDBl8+bNi8vKyt6eO3furU3107t37/+UlpZe7l+Wm5trzM3NHVtcXLwpJCTkZFVV13fQYxARERERdXl5lb8fx4c2nuyKD/XVb/7HgHIHju6E6WsfuG8BQNaJpTPk2CQW7HQD4Moz1L0wkdaDaJpmRtt2AnWpqlrd3MpCiGAhxGAASExMRGho6OLmtlUU5RcAF9tsNuzbt+9s+CXSFEU5VQjxhdvtFuHh4Zg0aVJGVFTUXIfDsXrfvn3hNTU1Z5eWll7tcrni6sUTbbVa19lstgij0YhTTjmlID4+fq6iKN/t37/fVVlZeWpFRcXVAFKaG2dL7dq1C0VFRVeOGjXKmZqa+oLb7f5w8+bN0aWlpY/n5uZO3bt3r/jyyy/fjY6OXq+q6lb/tpGRkbljxow5GBoa+r3RaNxsNpt37tu3L9pms52dl5d3Z2lpae9PPvlkxsCBAx8E8Jyv3YknnhiZnZ09pbS09AsAeOihhxZu27btFt91i8XiBlCCZrBarTfZ7faHAWDAgAHy5JNP/jgoKOjlrVu3OktKStQDBw7cUlxcrLz//vu3xMTE7H300UefCdTP6tWrUVZWdvlpp51WOnDgwL/X1NR8m5mZOeDw4cPzioqKRqxbt86Ympr6iaqqQ1v+KlNPk5LSYd+SRERERF2aL9EFAEFNfDoP9l6rcHRA396hCxW1jdfpCK9tcsPF5ZupG2IirWd5DMATbWi/HMCUFtRPkFIqANC3b18AyGxuw6qqqnQAFwNAcXFxsq9cCKEEBQV9Xl1dLSIiInDnnXfOe/rpp++v13wdgKdnzZpl8S8MCQl5pbKyMkJRFNx4443rx48ff6qqqna/KtsBvCWE6LB/90VFRRg9erS87bbbTp89e/Yqv0tLw8PD59tstuvXrVunnHrqqW8AOM13UUpZBqCx1dZXCiGeCQoK2ltSUhK7YcOGxzRNe943Km3Dhg0lQoijiTKLxWL/9ttv81sauxDCajKZXgKA/v3746677rrp4Ycfnu9X5bagoKBvnU7nV8XFxVi2bNlTUVFRb6qqWly/r8LCQpx//vmlM2fOHKyqqm8A+g4hxDiLxXLIbrdHbNy4cYimaSNVVd3e0lipZwkPD9c7BCIiIqIWeWqVG0/91rpF8h+ZIPB0mqGdI+peqmol3szo/KmkRO2Ba6RRW/T2HQQHBwNAaQvaHq1bU1PT26/87Orq6r4AcMEFFxxITEx8sLEOFi5ceDRJJoToVV1dfSkApKWlucePH39BvSTaUVJKZ3OmoLbWrFmzvq2XRAMA2Gy2u41GowMANm3aNEnTtD7N7VNKWVlbW/sRAGRlZfUG0BEjuc6rra0NAYBzzz13a70kGgCgurr669DQ0OUA8NtvvxndbvdVgTqKiorC2Wef/ZBfEg0AIKWsBvAJAOzbtw8ATmrXJ6BuaeXKlXqHQERERNQibinhkmj1l0+I30I21U18QqnyXgttwfyjZvftHYkWamq8Tnv7fJdEcU3n3Y+oPXFEWg+iquocAHN0DqPFpPz9fxKz2TzDb821N1VVbe6veU5zu90GAEhJSUlXVTW3I2I9lri4OCQlJTW2a6ktLCxsVUVFxZSsrCwB4BQA//Ovk5CQcLXRaHy0rKxscFVVldXhaDh2Oz8/H/Ak0na2Z+wWi2Wa3W5HcHAwUlNT322sXkVFxdsATvdOyz0XwKv16wwfPhxGo/GHQO3tdvtWACgvLweAZicTAzl0yLPFT3x8PMu7cbnvWleJh+UsZznLWc5ylrP8WOVzTo3HnFPbof+I31erOVQhEVWbF7B+1pFqAFbEhdSdCtlU/1ICIaZYVNYChyoar3+owvN5LMbiRP0UQWP9Oxy1OHSooNWv58Q433NIdOQaacXFxTh0yNHl/v2wvOWfF7oSJtKoLY5OJ6yqqgKACADNnVIY4TsICgoq9R2bTKZRDocDcXFxMJvNG1sQy9HpoUlJSata0K5d9enTBwB2KadULwAAQmNJREFUNHa9pqZmHYApxcXFAJDoKxdCGHv37v1TSUnJ1GPdo7q6GgB6tTnYekwm0zC73Y4+ffpAUZTtTVTd5jsoKSkZGKhCr169ACCvkfZVAFBbWwsAQa0K1quxN1iWd6/yxq51tThZznKWs5zlLGc5yzuiPDoIKKwGthUBZ48PXD+7ygrg9x02m9v/iEgn1uUD2wplo/V9O4GO6dNwSFpj/ZvNpjb9/DYsUuDcJIHvsgNWbzeRkZGIj284Ea8r/L2zvPnlXQ0TaT1IZ282ACBHCOGWUire3SaHo5mJtODg4JO8yTdERkbu8bsUDgBWqxUAbC2IJQwAFEVBcHBwsxbW7wgWiwUAGt3vxul0lgFATU0NABzdOycoKGiOL4k2ZsyYmsTExI+DgoK+cbvdO5xOZ5nD4XAvXrz4YYfD8YDb7QY64HtXShkKHH3tK5qoevTvxeFwBNz/R1EUqKrqasZtuboooV+/fnqHQERERKSbqf0FPtslsWifxAPjG17PtUlsK/QcTxvQsh+fpw4QWJcvsWh/4PXIapwSK3M916Yldu6P5veNE/gum+ukUffDRFrP8hg6cbMBKWVVSEhIVlVV1ZD9+/ejoqJiurePY3K73WkAEBYWhoEDB/7od6kcOJpoCmtuLPAmd9xuN6qqqnofq3I9zX33Puaagna7HQBCGrtuNBp7OZ3OBskqt9t9JwCcdNJJ8pZbbjlRVdUGo9qsVmtwM+NsFSFEBdAwyRfA0Wtms7mphBtRs4wYMULvEIiIiIh0c/UITyLtp/0SGQUSKbF1E1pz17khAcSFeBJjLXHVcAX/WuvCjmJgYZYbs5LrfqR5a7NEmd2zq+dFgzs3kTY9UWCgtRL7ahr9+ETUJXGzAWoTp9P5EeBJIK1fv17VNO2Y288IIdJqampiASA1NdUNYKHvWm1t7VYAyMvLg8PhSG1BKEdHtWVnZ5/SgnYAcHSZy6qqqoDJOyGEqba29piJPe/6ZcMbu261WscDniHGAPZ7+4602+29AeCEE07YFyiJBgBGozHA76faT21t7Q7A8wxut7upzMYo30Hv3r07eDA2HQ/WrFmjdwhEREREurlgsMDEOMAtgYu+cmH1Ic/v+e1OiefXujFvg+f8yVMVmA0Nk10DNSfEc07c8H3DCSEn9hG4fJinzQ0/uPHdXs8S1C63xAfb3Hhkhef8/nECsSEN+7Y7JQqrfv/ybXrgdKNOeZm95SPLhBC4KCanxe2I9MYRaT2IHpsNOByOVw0Gw59dLpfp+++/jx0zZsxDAJ5trL4QwhASEvJOZWUlhBCYNGnS96qqHvTr73sA99rtdqxbt+52TdOeVVW1Oe/KvyqK4nK73YaMjIyJmqbFq6p6qJmPcdh3kJOTk9JInTS3233M75e8vDxkZ2dfC2BB/WtCiDCDwTAJAJKTkyWA37yXLL46UsqAyW0hRD8hxNgmbl3rO/BtutBSdrv9ZwC3V1VVISMj4yYA8wLVCwkJuamystI3mvD71tyLyJ/N1pJZ3EREREQ9ixACn59vwORPXcguA0752IVQE1Dj8iSsAOD2FIFbx7RuHMxbZynIKnVhfT4w8ws3go1uuCRg9+bdZg0SePLUwH1/skPixh8a7v+2Ph+Iee33xN3pCcCyK1ueXrhvciw+/MKzRhxRd8ERadQmUspCi8XyCACUlJTg3Xff/cff//73qwPVFUKYIiIivqmsrBwCANOnT68eNGiQWq/aoqCgoDwA+PrrrwccOHDg/xq796xZs/wTUGVBQUGfAcDKlSuV9evXf+ldMy5QHEZN0/zf5TcJIdwAsHnz5jRN02Lq1beEhoa+0Vgc9X377bczX3nllUn1y8PCwl52uVxmAEhNTV2lqqpvPbkjBoPBAQA7duzor2na4Hr3N4SFhf2nsSSbV5HvoKysLKG5sdbzjW+q5nfffXfCv/71r2vqV7BaredWVlaeAQCnnHJKraIon7TyXkRERERE5JUQJrDpOgMemygwPBJwSiDM7Fk/bcF5Cl4/s1W/KwcAhFsEVl1twLNpClJiACEAiwE4OQ5480wFX1+kwKjos3Rxn8hw3J7CZZOpe+GItE6kadpIeBfT9/IlPISmaSfXq75RVVV750TWNpWVlS/07t37tNLS0ot37dol5s6d+9HKlSsfiIqKes3tdq/eu3dvSEVFxYURERG3lZaWRgHACSec4DrnnHMuqD9qTErpVhTlMkVRVpaUlIiXX375ofXr10+PioqaW1tbu3rfvn1hNTU1Z5aUlFwzevToBACRfnHMtlqtM2pqaiLefffdCTt27DiwbNmy54UQ3+/bt89ZVVU1yWazXT106NATAVwCYJn3nmVhYWGLKyoqzvr555/NRqNxQ3p6+t379u3bkpeXd3pkZOSTdrs9wWq1umtqappMPkdFRWHLli3ijTfeWLZ69eoXpJQfbtmyJaq4uPivNpvtDAAYP368e+TIkbf7PbMzNDT0+8rKygt+++03xWQypf/yyy+PVVZWLt+xY0dKTEzMU0eOHBkSExPjOHLkSGObSewxGo01/9/encdXVd/5H39/sydkgSTsawBZBQEFiyAgiyCB6th22l87bW1tr7XTGe3UpctYtZtdnNZ2Ojq9tZ3WTjvTzdoKLiwDgihEdhRQgQAhbIEkZCEQknx/f5wTuIZ7k3uznXsvr+fjcR73LN/zPZ+b++Vw88n3fL8NDQ1p69atm+Lz+T6fkpLy54MHD1b26NHDzps370JbPfustefT0tLukfSLw4cP68knn3xm8+bNC9LT03/65ptvNlRUVPgaGxt9kvNo6pw5cx72+XzlrdUJhCMlpSNzpAAAAMSH7FSjb9+YqG/fGNl5B31t/1qfkmj04PVGD14fWV+aO65O0B1Xd13/m/Xr1+vz75un7xU16sLlHd+AqEQirXs9KWl2kP0puvSYX7MCSQe7OqDOUlFR8YG+ffs+XlFR8cWKioqEFStWXCvpFy3LJSQkaObMmeW33XZb4Re/+MWNwepqamrakJOT88G6urrfV1VVJb300kuTJf2mZblrrnnvU5jW2tPGmKmZmZmv19TU5K9bt66vpO+7y0WjRo267Jo1NTW+tLS0N8+dO5f54osvDpL0l+ZjaWlp+vjHP77hN7/5zRhJeZed3KLukpKS37/11lsffuuttx6Q9EDg8eHDh9vbbrvtTp/P92bg/tra2s+np6fPqaury1m3bl0vSU8FHp81a1btnj17fi3p88Gua61tyMrKerqmpuYLu3btSti1a9d/SPoPyUnuzZs371OSftVa7JJ07ty5X+bl5Y2uqKh44ODBg+bgwYOfkPSJwDK5ubn65Cc/+Yu8vLyQj/ACkZg1a5bXIQAAAMAj/TONPjLG6De7mcETsYFEGjrNiRMn7jPG/Oiqq676XnV19c01NTW5dXV1ienp6crJyakfOnRo8YQJE56eMmXKEz6fr6G1us6cOfOsMWZAQUHBv9fU1Cysrq7OaWxsNFlZWU29evU6O3z48C2jRo36fsvzrLX7jDEDhwwZ8lBDQ8OnKysr+54/fz4xMzPTZmdnnxs2bNiB0aNH/6ek11qcd8gYM3bw4MHPVFZWzjh79mxKZmamHT58ePkNN9zwxMSJE7/9zDPPlIXzc3jooYe+/PDDD6+W9PCZM2f6NzQ0JOTn5zeMHz/+rZtvvvkz999//+YgcR81xowePHjwr8+cOTOntrY2NSMjQ/369audMGHCqoULF95111133d3adWtqau4ZOHBg9YULF3xnzpzJra+vN9ZG/p/R6dOnH8zNzX0uOzv7x5WVlRNra2tTk5KSlJ+fXz9y5Mi9s2bN+tKjjz66KuKKgRD279+vESNGeB0GAAAAPHLvtQn6ze7LJ0sAolG7ftEG8F6ZmZnba2trr5k+fbruuOOOAp/Pd9DrmK4Q3MDiwKpVqzR//nyvwwAAAEA327Nnj8aOHStJmv2/DVrXyZN4/uXWBN12FUPDx7ioG0SPFgUAAAAAALpdcxJNkr54LekJxAZaKgAAAAAA6HabNm26uL50hNHwHA+DAcJEIg0A4Klp06Z5HQIAAAA8UF1dfXE9McHon6eQokD0o5UCAAAAAADPfepqo6wUr6MAWkciDQDgqaKiIq9DAAAAgAdSUt6bNctONfrMhKgbWx54jySvAwDiQU1NzSSvYwAAAACAWDJr1qzL9v3T5AT9eGujmqwHAQFhoEcaAAAAAADodvv3779sX0FPo9tG0isN0YtEGgDAUwUFBV6HAAAAAA8UFxcH3X/vtaQqEL1onQAAT40YMcLrEAAAABBFZg6Uru3rdRRAcCTSAACeWrdundchAAAAIIoYY+iVhqhFywQAeKq+vt7rEAAAAOCBadOmhTz296ON+vfoxmCAMJFIAwAAAAAAUSUl0egfJ5OyQPShVQIAPJWVleV1CAAAAPBAUVFRq8fvmmiUlthNwQBhIpEGAPDU9ddf73UIAAAAiEL5GUYfH2+8DgN4DxJpAABP7dmzx+sQAAAAEKXumULaAtElyesAAABXttLSUo0dO9brMAAAANDNCgoK2iwzPt/o1pFG647YiOpuuHBByQmp7Q0NCIlEGgAAAAAA6HYjRowIq9xzt0U+UNq6da9p1ohZEZ8HtIU+kgAAAAAAIK7MmkUSDV3DWBtZ90gAiCLcwOLA+fPnlZpKt3sAAAB0nv3794fd4w1RLepmm6BHGgDAU1VVVV6HAAAAgDhTXFzsdQiIUyTSAACe2rFjh9chAAAAAEBYSKQBAAAAAAAAYSCRBgAAAAAA4sq0adO8DgFxikQaAMBTY8aM8ToEAAAAAAgLiTQAgKcGDRrkdQgAAACIM0VFRV6HgDhFIg0A4KlVq1Z5HQIAAAAAhIVEGgAAAAAAABAGEmkAAAAAACA2HS6TMj4iTf/ye3YXFBR4FBDiHYk0AICn8vPzvQ4BAAAAsercBamuXtr4jtTYeHH3iBEjPAwK8YxEGgDAU5MmTfI6BAAAAMSq1KRL68UnL66uW7fOg2BwJSCRBgDw1Pbt270OAQAAAPHgzcMXV+vr6z0MBPGMRBoAwFOnTp3yOgQAAADEg7dKvI4AVwASaQAAAAAAIPYFJNKysrI8DATxjEQaAAAAAACIfW9derTz+uuv9zAQxDMSaQAAT82fP9/rEAAAABAP9pZKDc7MnXv27PE4GMQrEmkAAE8dOXLE6xAAAAAQD+obpH3HJEmlpaUeB4N4RSINAOCpvXv3eh0CAAAA4gUTDqCLkUgDAAAAAADx4c3DbZcBOoBEGgAAAAAAiA9uj7Qbb7zR40AQr0ikAQA8dc0113gdAgAAAOKFm0irqqryOBDEKxJpAABPZWdnex0CAAAA4sU7R6X6C9qxY4fXkSBOkUgDAHhq/fr1XocAAACAeNHQ6CTTgC5CIg0AAAAAAMQPZu5EFyKRBgAAAAAA4sdbJRozZozXUSBOJXkdAADgyjZw4ECvQwAAAEA8eatEgwYN8joKx/EK6bFnpWWbpdJyKSdDmnaVdO8Sad5Er6NDO9AjrZMsWrRo2vTp0/8wbty4fQMGDDibk5PTmJycbNPS0mzfvn3PTZw4cfvChQtv8TrOcIwbN26fMcYOHTq00utYOsstt9wyecKECW/l5eVdSE5OtsYYa4yxCxYs+LDXsQFXurFjx3odAgAAAOLJm4e1atUqr6OQdh6Urr5X+sly6cAJKTVZOlXtJNUWPCp991mvI0Q7kEjrJGfOnLlv48aNH9qzZ8+IY8eOpVdVVSU0NDTo/PnzOnnyZOquXbuuWb169QvTp0//g1cxDh06tNIYY8eNG7fPqxi8UFhYOHDjxo1vvPnmm+PKy8uTGhoavA7pMrm5uQ3GGHvdddet9ToWoLtt2rTJ6xAAAAAQT/YdU0J9J//eZ253lnDVnZfe/5h0ulqaXCC9+YR05r+limekL71fslb66m+lFds7N050OR7t7CQJCQm1I0aMOJmXl7exR48ea5OTk/ckJibua2hoGFtbW3v722+//bHTp08nb9y48UNz5sx5ZO3atY94HfOVoqKi4vuVlZWJxhhNnz79F9nZ2T9OSEg4KUkJCQmnvI4PuNJVV1d7HQIAAADiSZNVRkmltzH8bIV0qEzKTJOe/6o0MM/Zn50hPX6HtP+49FyR9JX/lm6e5GWkiBCJtE6yYcOGT4U4tE/S84WFhY+8+uqrB6qqqhKKi4vvlfRItwV3haupqZkoSX379q3bsGHDZ7yOBwAAAADQtfqfvuBtAL9d57x+9MZLSbRA99/mJNK2HpDeLpVGM25wrODRzm6yfPnyQ0OHDt0lSSdOnMjxOp4rSWNjY5okpaSk1HsdC4DLpaSkeB0CAAAA4szQGuPdxavrpC0HnPWFk4OXed8oZ+IBSVq9s3viQqcgkdaNEhISGiQpKSnJdqSeBQsWfHTcuHH7cnNzG5KTk21GRoYdOHBgzdSpU18qLCzs3bL8ddddt9YYYw8fPpwjSXv27BnRPNh+8zJjxoynQ11v/vz5nxw9enRJdnZ2Y3Jyss3Ly7swadKkzYsXLx7WVqzz58//tBvrhZSUFJuWlmYHDBhwdurUqSsLCwv7Bztn0aJFM5vjmjt37r2FhYW9r7vuutX9+vWrS0tLC3uSgOZxx3bv3j1Skg4fPpwT+J6DjUe2aNGiaZMmTSrq169fXXp6uk1JSbH5+fn1EydO3LVo0aIbQ12rsLCw/6xZs/5t7NixB3r37l2fkpJik5OTba9evRpGjx59eO7cufcGO695YoeKiopESdqyZcvslp9N4LnhjKU2Y8aMp5vPbXls7ty59zYfW7Ro0czFixePmTRpUlHv3r3Pp6amWmOMLSwsHBp4Tns+w+afydSpU1cMGjSoJiMjwyYmJtqsrKymvn37nhs7duyBmTNnPrl06dLkUOfjyjFr1iyvQwAAAECcOfPam95dfM8RZww0SRo/OHiZhIRLvdB2H+meuNApeLSzmyxZsiTnyJEjEyWpT58+p9tbz9SpU1/asmXLQmsv5UgaGhpUV1fX4+jRowt79ux5bOHChUtffvnlFzshbM2cOfPJjRs33t3Y2HhxX3l5eVJ5efm1R48efbuwsHDk8uXLS1qet3Tp0sRDhw5t2bVr1zUtjx07diz92LFj83v16nXYjfWlUNdvaGgY9MYbbxwpKyvr8i4rM2fOfLKoqOjuCxfe2wX49OnTyadPn756796962bPnv3dV1555Sstz33nnXe27Nu377KkUmVlZWJlZeXgd95550dTpkz54NatW2d24VuIyPnz52du3br121VVVUET6h35DG+55ZZri4qKNpaXl7/nHlNTU2NqampST548WSDp7sWLF39P0qHOfF+IPfv379eIESO8DgMAAABxJPnd495d/FjFpfUBuaHLDeh1eXlEPRJpXWjp0qWJDQ0NV589e/ZD+/btu/f06dPJSUlJGj58+P3tqW/mzJn/uXnz5oWS1L9//7OjR4/+dnp6+rNNTU19y8vLH9y+ffstlZWViUVFRc8XFhYWNCe4+vXrV7h48eLMXbt2vVNSUpI9ZsyY4uHDh08PrNsYU9nyepWVlVlHjx69e8iQIaeGDRv2aFpa2kuNjY1Djh8//vjOnTsnl5WVpZSWlv5Z0rSW55aUlBTt2rXrmoSEBI0fP35nnz59fpSSkvKqtTanurr6zt27d/sqKiqStmzZ8rfCwsLBy5cvPxHsPe/cufPeurq6xKlTpy7v1avXDxMTE4+cO3euMDk5eVdbP6/p06f3lZR04MCB1/fu3VswePDgqgkTJowKeM81zeuzZ8/+9oYNG+6WpIKCglNDhw79UVpa2vPGmPN1dXW37t+//2slJSU5r7322pcXLFiwdeXKlX8MvFZaWlrFxIkTj/fs2fOFlJSUHcnJyW81NTVl19fXTz969Og9b7/99tBt27bNmD179rdeeeWVf20+b/jw4ZMLCgoyXnvttdLKysrEyZMnv9a/f//3TAWTkJBQ3tZ7bY9t27Z9q6mpyUyfPv232dnZP01ISKg6e/bsh5vbQkc+w4MHD/6pvLw8KSUlRZMmTfpbTk6OPykpaY+ktPr6+mnV1dW3l5SUzO+K94XYU1xcTCINAAAAnSr9WJV09ryUkdr9F689FxBIK31CmmOrORe6DKIOibQuMHz48LLi4uL8lvvz8/PrJ0yYcP+qVat+FWmdS5Ysydm+fbtPkvr161c3efLkIcuXL2/u2bZX0itz5sz5+iuvvPJoZWVl4tGjR/8gabokLVu2rFZS7dChQ60kGWOaQiWuAlVVVSWMHDny+JgxYwY9//zzzV3S9kmaMmrUqCPvvvvuwP3791/b8rz58+d/cseOHVMkacaMGf+2bt26+1oU2XLLLbf8/NVXX918+vTp5LKysl9KKgwRQ+Ls2bPvX7NmzeMBu99pK3ZJav75jBs3rkmSjDE22PtesmRJr61bt35FkiZMmLBz586dLXtg/WDJkiU/McYcP3z4cM8DBw78h6T3JNJ27do1PkQYGyX9aMqUKRu2bdt2Q3Fx8T9JuphIW7ZsWbWk6txc568UCQkJF8L5bDrD2bNnE+fMmfP+FStWPB+w+2Gp45/h4cOHh0rS5MmT/7xx48YPtjh3t6Rfdfb7AQAAAIBmxsp5xPLaCP5g+/hz0uN/a71Mv08H33/f+6X7bgv/WohZjJHWTTIzM+1VV131p/T09N+35/yqqqqv19bWGkkaM2bMwwFJtIvWrl37jZEjRx6XpH379l2/dOnSDo+uOHz48I8GJNEu6t+//68lqaamJmHRokU3BB47evTo191zy4IkYCRJL7744rbRo0evkaSSkpK5rVz/RIskWqerqKj4t5qaGpORkWGHDBkSdLCmZcuWnR85cuS/SlJxcXHvcMaHC5Sfn/9dSSotLc0uLCwMMmVL9xszZszOFkm0izr6GTY1NRlJSklJOdipQV8ep44ePcr+GN/ffCxa4mE/+9nPfvazn/3sZ39s7Q/l9NvFEdVTfaxMOlEZfGkW6nhAr7Ly82cvla+7NOfdZdc9e94pkmSj6ucZbfujjQkcawudY8mSJTnW2jRJSY2NjcNramo+9s4773yqrKwspU+fPucnT5684KWXXlofSZ3XXHPNtp07d05KT0+38+bNS3z++eeDfnAzZ858svkRxZtvvnlx4FhpQ4cOrTx8+HDO2LFj9zcPwB/MuHHj9u3Zs2dEbm7uhdOnT6cEK3PzzTcvXbly5d8kad68eZ8K7GWXk5PTWFVVlTBt2rTn8/PzPxvqOtXV1f+yfv36B4wxWrx4cabbc06LFi2a+fLLL6+XpPe9732/f/311z/S6g+nDc3vZ8iQIWcOHTrUs+XxsWPHFu/du3fYyJEjj48aNWpSqHqstb1efPHFPZI0Z86cB9asWfODwOOLFi2afeLEie+fPHny6oqKivRz584F/fe1YMGCD6xYseLZwH25ubkNFRUViddee+0rmzdvnhMqhnDKzZgx4+nXXnvtTjfm9yRT586de++aNWt+JEmzZ89+eO3atd8IVkdHP8Pmtpafn39h4sSJ96xevfqpUHV0EDewOFBVVaXs7GyvwwAAAEAsOnRSGva5EMd+Jg25bD6+9jHuCDz22dbLSdIb70rTHnTW9/77pUkFWrr+QanoXekfb5F+GvLXriudh9OvBsejnV1g2bJlZySdcTdLJa1fsmTJV7Zv3364tLQ0c/v27SuWLl2aGaynVyhnz57tJ0m5ubm1oZJokpSenr5O0t2SVF9ff42kdk860KNHj7pQxxISEi6OhtjU1HTxN+DCwsK+zYPXFxUVLZXU5giP1lo1NjaOlLSj5bHU1NS3Io07UmfOnOkjSfv27eu3b9++sEakbGhoGBK4feONNz6xadOme1pOVBBMY2Nj33YF2slSUlK2BNvfGZ/hyJEj7y8tLfWfOnUq+f/+7/+ezMnJ+Wn//v1LcnNzN2RlZT398ssvr+nM9wIAAAAAgRoykpU0+LIRl7rHmEGSMc7MnW+VBE+kNTVJb5c66+MGdW986BASad1k2bJlFXPnzn2otLT0RydOnEirqan5F0k/aPNEV0NDQ4okJScn17dWLiEh4WTzemNjY4ceITTGhNvb5+Ijwk1NTe26A1hrs4JWnJBQ3Z76IlFfX58c6TlNTU3pzesLFy68aePGjfc0NDQoLy/vwqhRo/7Yo0ePvyUnJ+8yxlRIarpw4cL1K1eu/KskWWs9GO3ycgkJCWeC7e+Mz3D16tU/X7BgQW1xcfEPDx482LeqqiqhqqpqqKShkj46ZMiQM6NGjbpn1apVv25f9IgnRUVFmj+fuScAAADQeWqH5CrHeNSZKStdum6E9MY+aeUO6fb3XV5m07vSGfcR0HkTuzc+dAiJtG6UkZHxa0k/kqTa2trZiiCRlpSUVC9JFy5cCPqoZbOmpqaL/VYTExMvG0etqwUm8m644YZfbtiw4c7ujiFSycnJDZKS23rkNZSysrJvNDQ0KD09XdOmTZv4wgsv7G1ZZsGCBenBzm2HNpOb1toO/bvurM9w5cqVv5P0u8LCwr5nz569o7q6euHx48enlpaWZpaUlOQcP378VwsWLLjglgMAAACATlMzLFc5Xgbw0RudRNpv10lf/5DUP/e9xx//q/N67YjQj34iKjHZQDdyx02TFFFvL0lSRkbGcUkqLy/v0dokAnV1dRcHy09JSdnejjA7ZPny5SUZGRlWks6dO3dVd1+/PbKysiokqaampl0Pz1dVVV0lSQMHDjwWLIkmSXV1dbPbH+ElSUlJTZLU2NiYFqpMfX19h/oFd/ZnuHz58hNr1qz53ubNm+ceOXIka+7cuZ9PTk7WhQsXdPjw4e92tH4AAAAAaCnnhqu9DeCum6WhvaXqOmnJd6TdJc7+6jrpgWekZzc629/5mHcxol1IpHWj2trau5rXU1NTd0dybk5OzmpJqqurMzU1NV8KVe7EiRN/JzmzhKakpLwceCwhIaFRkqy1Xfq5Dx48uESSSkpKrl+6dGliV16rM+Tn56+VnBk1Fy1aFKTPbeuampqSpNZ/rseOHftga3UkJCQ0tVWHJKWnp5+VpNra2sGhypw8efK61uoIR1d+hqtXr35q6NChxyXpzJkznTTyJ2JZQUGB1yEAAAAgzqRMjvhho86Vnir99ctSXpa09YA0/h4p5x+knh+XfvCcM4baY/8g3TzJ2zgRMRJpnWThwoW3tHZ88eLFw/bs2fNlSUpNTVVWVtZPIqk/Ozv70czMTCtJb7/99qNLlizp1bLMTTfd9NV9+/b1l6SRI0duajkpQWpqao0knTt3rkt7uA4aNOhRSSorK0spLS1d11rZpUuXJi9cuPCmroynLb169bq3R48etqmpSXv37n0h2M820MKFCxcFbvfo0eOEJB0/frzP4sWLh7csf+ONNz5x4MCBVhNGaWlp5yXp3LlzfVorl5ub+44kHT58eMDixYvHtDw+e/bs75aUlHT48+3IZ1hYWNj7lltuCZnMW7p0aWJ1dXVPSUpLSws5oQWuHCNGjPA6BAAAAMSZTTWlXocgXVMgvfmE9M+F0vC+0vkLUl6mVHittPJh6cu3ex0h2oEx0jrJqlWrXrjqqquO9e3b9/mMjIzlSUlJeyU1NDQ0TKyqqvqHt99++7bKyspESZo8efIfli9fHtG/6mXLllXPnDnTv2HDhruOHTuWsX379pKbbrrpW+np6c82NTX1LS8vf3DHjh2FktSzZ8/GAQMG/H3LOrKzs9+UNOTIkSO5s2bN+l5mZuZTCQkJxyTJGFPf2mygkVi1atUvJ02a9LkdO3ZM3bZt2w3Dhw8/NXjw4P/MyMh4LiEh4URjY+PA8+fPz6msrLz10KFDUwcNGrRbkmejKy5fvrxs9uzZ31q/fv1Dhw4d6nX27NnjM2bM+F1mZuZvkpKS9jc1NfWsr6+/vqamZumRI0duamhoSJJ08dHK/Pz8/5L0g9raWrNz586dc+fOfSgtLe3FxsbGgrKysq/u3LlzZu/evevLyspCjm/Xq1evQ6WlpeMPHTo06qabbrovIyPjf4wxp6T3fja9e/f+njHmz+fPn9eOHTu2zJs370upqakvNTY2jjp9+vSDO3bsmJubm9tQXl7eoX/bHfkMGxsbR69cuXK9++9hWUZGxrKkpKTd1toe58+fn11SUvKVEydOpEnSgAEDlnckTsSHdevWadasWW0XBAAAAMLRs4fO5/Xo3Drts+07r18v6cd3OgviAom0TtLU1KR9+/b137dvn0+SL1iZ5ORkTZ48+a+vv/76h9tzjVdfffVzU6dOHbZly5aFpaWlPUpLSx+T9FhgmZ49ezZOnTr11uXLl5e0PD8vL++r6enpt9TV1Zn169c/IOmB5mM33HDDLyR9pj1xBTN48ODpCQkJa7dv3z6zuLg4r7i4+GuSvhas7JAhQy501nXb65V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      "text/plain": [
       "<Figure size 576x468 with 3 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 422,
       "width": 617
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.plots.waterfall(shap_values2[0])"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
